{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7-BeZ0mhTEZT"
   },
   "source": [
    "\n",
    "### О ЛР:\n",
    "\n",
    "- scikit-learn & decision trees\n",
    "- Coding decision tree & Categorical features\n",
    "\n",
    "\n",
    "----\n",
    "\n",
    "#### Самостоятельная оценка результатов\n",
    "\n",
    "Для удобства проверки, исходя из набора решенных задач, посчитайте свою максимальную оценку.\n",
    "\n",
    "**Оценка**:\n",
    "\n",
    "***DeadLine - 21.05.2024 23:59***\n",
    "\n",
    "### Формат сдачи\n",
    "Задания сдаются через lms. Вы прикрепляете **ССЫЛКУ НА ПУБЛИЧНЫЙ РЕПОЗИТОРИЙ**, где выполнено ваше задание. Иначе задание не проверяется.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "l790O-S-TEZU"
   },
   "source": [
    "### Оценивание и штрафы\n",
    "\n",
    "\n",
    "Каждая из задач имеет определенную «стоимость» (указана в скобках около задачи). Максимально допустимая оценка за работу — 5 баллов.\n",
    "\n",
    "Задание выполняется самостоятельно. «Похожие» решения считаются плагиатом и все задействованные студенты не могут получить за него больше 0 баллов.\n",
    "\n",
    "Неэффективная реализация кода может негативно отразиться на оценке."
   ]
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:35.558945Z",
     "start_time": "2024-05-20T08:22:35.496280Z"
    }
   },
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "VjUoF1GZTEZW",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.226541Z",
     "start_time": "2024-05-20T08:22:35.558945Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from matplotlib.colors import Colormap, ListedColormap\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uXPLGqNCTEZY"
   },
   "source": [
    "# 1. Решающие деревья. Визуализация."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hUjqXVx6TEZY"
   },
   "source": [
    "В этой части мы рассмотрим два простых двумерных датасета сделанных с помощью `make_moons`, `make_circles` и посмотрим как ведет себя разделяющая поверхность в зависимости от различных гиперпараметров."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "4ZTll755TEZZ",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.399946Z",
     "start_time": "2024-05-20T08:22:36.228542Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
    "\n",
    "datasets = [\n",
    "    make_circles(noise=0.2, factor=0.5, random_state=42),\n",
    "    make_moons(noise=0.2, random_state=42),\n",
    "    make_classification(\n",
    "        n_classes=3,\n",
    "        n_clusters_per_class=1,\n",
    "        n_features=2,\n",
    "        class_sep=0.8,\n",
    "        random_state=3,\n",
    "        n_redundant=0,\n",
    "    ),\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "RazQQTYvTEZZ",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.460991Z",
     "start_time": "2024-05-20T08:22:36.400949Z"
    }
   },
   "outputs": [],
   "source": [
    "palette = sns.color_palette(n_colors=3)\n",
    "cmap = ListedColormap(palette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "-I8-BM9fTEZa",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.694953Z",
     "start_time": "2024-05-20T08:22:36.461992Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x400 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "for i, (x, y) in enumerate(datasets):\n",
    "    plt.subplot(1, 3, i + 1)\n",
    "    plt.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap, alpha=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J-IG5UiBTEZa"
   },
   "source": [
    "__Задание 1. [0.5 балла]__\n",
    "\n",
    "Для каждого датасета обучите решающее дерево с параметрами по умолчанию, предварительно разбив выборку на обучающую и тестовую. Постройте разделящие поверхности (для этого воспользуйтесь функцией `plot_surface`, пример ниже). Посчитайте accuracy на обучающей и тестовой выборках. Сильно ли деревья переобучились?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "pBttFqh-TEZb",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.758904Z",
     "start_time": "2024-05-20T08:22:36.695954Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_surface(clf, X, y):\n",
    "    plot_step = 0.01\n",
    "    palette = sns.color_palette(n_colors=len(np.unique(y)))\n",
    "    cmap = ListedColormap(palette)\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    xx, yy = np.meshgrid(\n",
    "        np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step)\n",
    "    )\n",
    "    plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
    "\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    cs = plt.contourf(xx, yy, Z, cmap=cmap, alpha=0.3)\n",
    "\n",
    "    plt.scatter(\n",
    "        X[:, 0],\n",
    "        X[:, 1],\n",
    "        c=y,\n",
    "        cmap=cmap,\n",
    "        alpha=0.7,\n",
    "        edgecolors=np.array(palette)[y],\n",
    "        linewidths=2,\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "DcfPPap5TEZb",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:36.928920Z",
     "start_time": "2024-05-20T08:22:36.758904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Пример:\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "X, y = datasets[2]\n",
    "lr = LinearRegression().fit(X, y)\n",
    "plot_surface(lr, X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "ujG9UUxTTEZc",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:37.270386Z",
     "start_time": "2024-05-20T08:22:36.928920Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dataset in datasets:\n",
    "    X, y = dataset\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "    clf = DecisionTreeClassifier(random_state=42)\n",
    "    clf.fit(X_train, y_train)\n",
    "    plot_surface(clf, X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7UDg3DZKTEZc"
   },
   "source": [
    "__Ответ:__ Да, местами несколько выбросов меняют классификацию области"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LddFdX_VTEZc"
   },
   "source": [
    "__Задание 2. [0.75 балла]__\n",
    "\n",
    "Попробуйте перебрать несколько параметров для регуляризации (напр. `max_depth`, `min_samples_leaf`). Для каждого набора гиперпараметров постройте разделяющую поверхность, выведите обучающую и тестовую ошибки. Можно делать кросс-валидацию или просто разбиение на трейн и тест, главное делайте каждый раз одинаковое разбиение, чтобы можно было корректно сравнивать (помните же, что итоговое дерево сильно зависит от небольшого изменения обучающей выборки?). Проследите как меняется разделяющая поверхность и обобщающая способность. Почему так происходит, одинаково ли изменение для разных датасетов?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "IKJZfzVDTEZd",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:37.909027Z",
     "start_time": "2024-05-20T08:22:37.271893Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "for d_ind in range(len(datasets)):\n",
    "    accuracy_depth = [] \n",
    "    for max_depth in range(1, 15):\n",
    "        X, y = datasets[d_ind]\n",
    "        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n",
    "        clf = DecisionTreeClassifier(random_state=42, max_depth=max_depth)\n",
    "        clf.fit(X_train, y_train)\n",
    "        y_pred = clf.predict(X_test)\n",
    "        # plot_surface(clf, X_train, y_train)\n",
    "        accuracy_depth.append(accuracy_score(y_test, y_pred))\n",
    "        \n",
    "    plt.plot(range(1, 15), accuracy_depth)\n",
    "    plt.title('Зависимость val_acc от макс глубины ' + str(d_ind))\n",
    "    plt.xlabel('Глубина')\n",
    "    plt.ylabel('acc')\n",
    "    plt.show()\n",
    "    \n",
    "\n",
    "for d_ind in range(len(datasets)):\n",
    "    accuracy_leaf = []\n",
    "    for min_samples_leaf in range(1, 30):\n",
    "        X, y = datasets[d_ind]\n",
    "        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n",
    "        clf = DecisionTreeClassifier(random_state=42, min_samples_leaf=min_samples_leaf)\n",
    "        clf.fit(X_train, y_train)\n",
    "        y_pred = clf.predict(X_test)\n",
    "        # plot_surface(clf, X_train, y_train)\n",
    "        accuracy_leaf.append(accuracy_score(y_test, y_pred))\n",
    "\n",
    "    plt.plot(range(1, 30), accuracy_leaf)\n",
    "    plt.title('Зависимость val_acc от мин количества объектов в листе ' + str(d_ind))\n",
    "    plt.xlabel('Мин количества объектов в листе')\n",
    "    plt.ylabel('acc')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GQGcNWj-TEZd"
   },
   "source": [
    "__Ответ:__ Для разных датасетов разные оптимальные значения максимальной глубины и минимального количества объектов в листе при котором достигаются наилучшие результаты."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3gALYvCrTEZd"
   },
   "source": [
    "# 2. Решающие деревья своими руками"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J8juQjFKTEZd"
   },
   "source": [
    "В этой части вам нужно реализовать свой класс для обучения решающего дерева в задаче бинарной классификации с возможностью обработки вещественных и категориальных признаков."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7eEp7M9ATEZe"
   },
   "source": [
    "__Задание 3. [0.75 балл]__\n",
    "\n",
    "Реализуйте функцию `find_best_split` из модуля `tree_code.py`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PJrV4F3JTEZe"
   },
   "source": [
    "__Задание 4. [0.25 балла]__\n",
    "\n",
    "`students.csv` - это преобразованный датасет [User Knowledge](https://archive.ics.uci.edu/ml/datasets/User+Knowledge+Modeling)). Первые пять столбцов содержат признаки каждого объекта, а последний столбец — целевую переменную (класс: 0 или 1). Нужно построить график, который на одном изображении отобразит пять кривых \"порог — значение критерия Джини\" для всех пяти признаков. Кроме того, стоит отдельно визуализировать scatter-графики \"значение признака — класс\" для каждого из пяти признаков.\n",
    "\n",
    "Это нужно и для выявления значимости признаков, и для пороговых значений. Да и глазу приятно"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "K7w-m-u9TEZe",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:37.972318Z",
     "start_time": "2024-05-20T08:22:37.910028Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['STG', 'SCG', 'STR', 'LPR', 'PEG', 'UNS'], dtype='object')"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('students.csv')\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1400x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import tree_code\n",
    "\n",
    "# Создание фигуры и оси\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "# Задаем цветовую палитру для разных графиков\n",
    "colors = ['b', 'g', 'r', 'c', 'm', 'y']\n",
    "\n",
    "# Итерация по признакам и построение графиков\n",
    "for i, feature in enumerate(['STG', 'SCG', 'STR', 'LPR', 'PEG']):\n",
    "    thresholds, ginis, best_gini, best_threshold = tree_code.find_best_split(df[[feature]].to_numpy(), df[['UNS']].to_numpy())\n",
    "    ax.plot(thresholds, ginis, label=f'{feature} (best gini: {best_gini:.3f}, threshold: {best_threshold:.3f})', color=colors[i])\n",
    "\n",
    "# Настройка графика\n",
    "ax.set_title('Gini Index for Different Features')\n",
    "ax.set_xlabel('Threshold')\n",
    "ax.set_ylabel('Gini')\n",
    "ax.legend(loc='best')\n",
    "\n",
    "# Отображение графика\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.145034Z",
     "start_time": "2024-05-20T08:22:37.973321Z"
    }
   },
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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mko3FSZtxglqM/N5uCFQyZpIW1aTuaRStAMcLycYV2pIqoe/i1GpokcebeieZzBR5WqmDZqAkMtTCOBOVOqg+uUSMVEzHDuqUvQqaopEzkySUGIZvEdpV1CjgyihJOhbjx6pFqDbqqKVaGjVUtUYdl1zM/GwP39r6A1zfhTBo7GcAigaqyvm9Z3JOzxru2fI9aq71gjaN9bGqYzlv7bsaVX3xwONXi4zd83n8ah5VN1F0gz1Wlh8VFhEqGloii5brZKxSpujU8KOA1p4imY4KthtStnzUKM5HrryOHb/cyJb9ZRRNRzFioChEgU/kOcR1+F/Xvor8L76FMboZ3TAw43EUVSUMfBzLJggh8errGEtaPLjn5yiqhmLEUFSVKAyJXAeikGv6riaWWc9//mx348xNGOBFHnuLQ9TrCmnTJBOL4fswVQyIiMgmddJJBdN3wa4SBT7ntpR5bXdltv5qLEHr5e/FGeyntv2xxtmMKCDyPbzCGFEYoJpx9HQb369m+flUO4ZukIqlQYNiajuuWiMV18jEDRQlohrUqLoOMU1nWXsPdj2kVPPx/JCcs5RYrQszFkfTDFoyMT7wpjW0ZA790TQ2XeOu+7dj1b1Gf2Z+IChKY5tZt7ydt1zQSfGhu/Frxcb2EIWAMvP9rBLrWkzr5e9G0Q4NU9smdnHvzh8ThgGEAWEYMbizlVrZJK4ZtCdyxFAJqgVCxyaju7ytd4SkPUZYr6HoJno6hxpLNbY9VUOLJWm94jqMlu5jP8C8RAOFQb6z7f7GmbMj7DPndq6hvZpmzZo1v35h59///d/5/Oc/zwUXXPCiYef9738/tm3zmc98hnK5zCc/+UnWr1/P3/7t357QfE9W2Al9l6n7/onAKhMFLoqmo7f24JTzqE4NRdVB08me8zpSqy58SfMCKD1xL9a+TRB4RFGI0dKNoml4+VGiCBTdYKRe5t6Yg5bMoOgmbWqKec8MktUCeluSqJqO2tLV+NVhlanWPcbLdYa7FzC8MMQNfaar02i2xYenXNLxFGosgRpPcX8sYMivoaWyKKpGt5GjqiSZcgt4fkTR8okmF2NPt9CWNtE16MgaJBMwknfww4C8a7HItPhQ9whK2FiOqpmh/8A2WnSVnnQOVTdm+liFWpmq5zBcKbIhlWNvqpX5LUkMTaMn0YYTeEw7JWw35MBUnYw/j3/9g9+brdloZYKvPfttojAgCnxSRpxdgzZ5r0BvLkFMV+lKtGKoOiPWFH4YMV0JqI514lWT9KYzxHWDzqxBPKYyPOXgBSHD5RIrGOJSZZTunEk6oaEksuhGiFotoIYBXq3EE3GF/8ka5JI50rE0GSNBayzDmF3ACTwmahVsz+Usez3VYrZxirpWpiUqcpGxnY7WNKahUkt0862BLkJU9FQGU4XunI6lZSnVvMYvRk3nva9fxcpFrbPL/+TwJh7c83MIfaIwpD2eJYoCxmp53NCj4NSIawZnxFrIexaR7xLYNc4a9Gh3IzrbUui6CpkuXM9Hs/L4fsh01UNTFYIgoj1roGsqQaoN1XDQKgXCKKTgVNgTadzbFmN+toW4ZtKq59izsQ03UGmLZzA06MrpVCoa5XqI5QRYtsfKbgMviPD8EKtYAM8i3rcbI62jxZIkFZMtEx6u6jC/JYmpa2T0JHuqg5i6Ts5MEFNN5ukpCk6FeuQRWBVc30fTNQxFRUtmiGsG85Lt5JWQsmuhqBrBzA8TDYUo8DA1nfmpTkpulXz94IG58YNBUxptdEVlQboLy6szYRdn27x60XouW/Li+/7oNz6HMz7Q2Gc1jWqil3/f10PITB91SORiTFsBdSei4tk4vs+qVTaWOYEXBAznXQIrxqLJ+RjJNKph0pHRySR1BqccPD8ktCp0+WNcZTxNMpPGSCRR42m0VBa/NEnkudjlElXP5b75rUSpFGo8SVqP05XIMWoVsAOXoF4lcj1i1ctwoy6i0Cdpagzaw4xOefTM7DNtGZ09wy5+AO1pA01X6MmphE6dkg2hY+O7dV6/1GWtNkIU+iia2QgJigJR2Ag3iSx+foSgVkJNZlA1nc16J3cd6CRtJsnGM6TjKtXsbqaD6ca8VIVWM4emB0w7JYIoYLpeIafnaI/nsHybshXghxHLozOplXJEKCiaQU9Hmhvfum72B6rnh3zl2xspVetEgYuuKizsTFKr+0wUHVBVFNXgAnMP58YGiPzGX+U22nobIa00gaKooBmkVpxH9vw3zq77KSvPvz79TYLAIwp8EnqMykgX+wYDskYSU9PpyGnklIixQkAQBAS1Cp2mzdvMR9HiCRQjhpbMoufa8Uv52TpqqRydb/rQYeHqVKi6NW5/8m5czyEKPGKawfx0B/l6haJTbexXKKzRl/KG866as7Bz2v8Q6Pj4OP/n//wfHn/8cZYsWfKibZ955hmeeOIJ7rvvPpYvXw7AZz/7WW644QY+8pGP0N09d8n1her7txLYFaLAw2jtIbf+jUSaSaVSxqyMU934U5RIobbzCZJnnH/UU5jHIrAr2Pu3QOiDqtF68VsxWnuAxi/D0uPfJ7Cr2IURWro7qRkx3r7sUia2jOAzSG8uid7SRcuFV6CYJkRgDe5D2fwIng9ascLb3/hevrX35437cSyLrXGNS2IJUivOo7p0NRO7foIZtZCM4O0dfQRBCzUlRSGy+UX+CZKmyc79sLDDwFQ1rjqrja5cjHRCR9Ui/vUnBwiikOJ0ieF0xIJERG79m3j4yUfIEdKdbkFv7ab7gjdixhKEROQPbIfND9MST7DGKWH39tIez/CuMy6mJZ7EVHV2TI/z3X2P0pExmCyOMTg5zcLOxqWhDcMbG38lN/A5p3MFfZkVfH7/d+hKJ8jETN6+7GIW5drRVY1ivc7X+3+GbVhMlA06k3GShsG7L+1h3YIWwjAiX3P4+kNDBGGGtdUxsinIJDTiay7Fa20l5pSIA/U9z6LGEjyhTBMz46RjaV7d3cdres/C8RXc0OMHQ48CMF7LE2vZz1tXrefbG0PqZoKRURe9JYeZMGg//0p2jcQwShYRcEZbyOtXaURBgNGeZfOYwkObplBUlUc3j86GnTAK2TC8ceagEfKmJRezKN3JeG0Kx3f4xehWknoCfJezs/PJaCb35neRCDQS7KelpRMjmaZj/WspRGnqDmBNk9z1U1Kmgl8YQWvrBTNOfcVVOGkDNJtEUCe+9XHm6XEKhQMs0zPoeoy3L30VpSGDsl6CuEF7q8JrzovhRxGGm2TfaMiTu8p0JBUSpsKHXr+Qbz00zGDUQmnSJT41D63b5dLsfFQnyRZ1E73ZJK3xFNeuuJiHhvqp+G2YusKyXDfntS6lvV4nphn8LL+Xzfo0NbtCQMD8dBtnmDle334GuqqjdyzgsandPDK6hYpnY/l1epOtLM5085vLLiWum0RRxKapPTxwYAO2bzFlF1mY6qAr2cI7l19B2mycad5dHOK/9vwcCHh6dDOXLDwPXTvy164ztg93fB9aLIkaS9Dyqt/k2QETtVhEiyL6OgKuPENjQNfRdZX+fR47Bkx0VWVeGOfqM8/n69sfws+VGXBqFGMe3YbJWy/pZt3ydhRFoWZ7fPMnAwyFIfPKQ4RGAiORJLlqPem+9aiKQui6FJ64D4CpwjjdtToT7Z1c0LGCK5ZehKqq+EHAA3t+wZbCAex6Hj3aTBS+hnWLs7xqXZZPfOMAnekkadPknZd0M10OsKwSAO0Zg1evzmDg0WMa7Bx1+NEuAyWZ4Ulf57LXX0H5yf/BK07gF8YboSaWIL321WiZNkqPfR81lkDRDZKr1vPwk9OYpkE2nmH9ihSXnGHyb/tqZEmgRjqvbruQpBpHNTwcvczPhjcTV+PU3ZDL2i5gqD7KHnMfqqrQEc/z/lefxT0Pj1CoeoxN19g3UmbZ/MbltG37pilVGwfx3tY473nNfFJxnSiK2DFU5bu/HCF0LZ6e8DlzsY+ZzNJy8TWzl5Hc6RFKj/8AQh9r3ybS6y5HjTUO9k8ObyKY+SG2rn0pl3afxz/uGGBROiDC58oLYnS3KsQ9H8OCbz/rUYylmJweYbxlOQtiZZLLzsZon9c445XtoPTE/fjlSQKrTP1AP4mlZ53wcedYbRzbhuu7RIHH8tw8rln6KkzNIIoinp7cyU8Gn0ZRVHZWB7h6Ds+1nPYblLdu3YphGHzve9/j7LPPftG2Tz75JJ2dnbNBB+DCCy9EURSeeuqpE+7DwQP6S/mnsm8LYeBDFJJcfQmRZhKEAYqioPcsw+hYSBj4eJUClZGBlzSv8r6tBJ5HFATEFq1BzXY2Un4QoCQyxFecj++7gEKn69OXm8/y9iXUhveTMNXGL52zXoUWixEBqqqQW3IGWvt80nEN3bOZGprmTYvXoyoqCTPOcNJES2RIrrmEXaWRRuEUhYvnn0WrkcIKTSCiM97Cxb0rqRRjECkoKFzSl6O3NQZE1Oo+ndkYl69pJaZoqIrCrnICs3cFescCyA+QNk00RaVt3WWYM9ehVUWhY8la1LZesmacTBTSFjhcteBMWuKNLws/ClnbNZ9VuYXkkjqoIf/y44ewLItarUb/+C5C3yOm6lzeezaPDuyFKCIRUzm3fQWLc+0QRfhhQFcyw6t7V1MrxiFSyJgxVi9McubCltmbA9tSMV5/dgcdqkVOdUnGNLS2eeSWrgLPRlVUNCNGeu2lFCKfggYpM0VrLM1V888mjBq/Fk3N5M2LLkJTVZJGjD12nvktOheubicKI0BlKmwhsXgtqfYudow27ivSNZWrz+8gbqgoioJdLnLxqhytaYPQ99k7XGAqX8KyLAYmB8lbRcLAZ3Gmm76WRVTdxg3tpmrwhkUXoCpAFLGrNsmybA9rOpbSUamgqQpxUyF1xrnEs1ksN0JRQMt2kVm+Fk1t1EMN6mSWn4ma7SBUfRRNg2SGlpXrZ858qCx3ffpaFrK6dQE7hi0URUVVFK65oBPTVFGAUA84Z2maZd1xUFXytYCq7fOG9d2oqoYZj+OVTTqSrVzYtYqnpqcbfTRULu1dTVs8xf7qOLqqkDLivGbeWSRmboxVFYWrFpxDTDNRVLADF0VRee2i89EUlYiIwK5yUddqcmaKilMlDBpnwq6cfy6GohEEAWEYsq5tKfNTHQSBi+u7OL7L5b1nk9DM2f1xaaaXlS0LCUOfqmOxc3zvUffrwsafEUURihEjsfRMjNZedgzP3Ouha7zh3HbKqgkKmLrCpWtaaM+YRMC+iTopPcEV89YRM1RihkYtUWVFb5x1yzsAhSiCZNzg6gt6MFWXVs1GiyfR0q2kV61HURQiQDFNMudcCaqCnojT6/uk9BiXL7kQRVGJItBUjdcuvQRT1VANk6o2habA685p5/F9gwQhJLUYZy1NcUZPhl0j1mz9r1nfTtzQUVCwQ4MLzsgxvzOBpqrkKx7jVkii7+LGGdgwILAraNkOYovW4ow29llQSK2+BE+LMTTdmFcqrvHmc7rYW5sAIlRV4dXz+miPZVEVlcDXaI9neHX3GnRNQVFg2B7n0t615GIJIOJAbQLTDLl8XRtRGBL4Pht3js2uo027xglmtoerzm4nbiiz28MZ85KcMS9F5LtYvsKoZZI443yIpWa3B62lm9jCPqIgIHAdSgPbZqe9bXwnod84M/iaeeewd6SGP/OAx/ozWpnfYUIYYhOSSyi85uzumctjsLeWIjZvBWb3YiAi9OqEikqi7yKiMCQMfCoDW17yce5Y/tkyuqOxz0QRV84/Fw11tkbntK+gK9FCFAYUvTITpamXNK/juTB12s/sXHXVVVx11VXH1HZ8fJze3t5DhpmmSUtLC6OjoyfcB8/z6O/vP+HxARJjw5h1C1NXsdUYSrUy+5ltWfixNL7nYbt1Jnf2E+SKJzwvY2w3sWqVhKnhmSmqz5sXQKgnCIIAVVEwokYA8QMfxXfQNRUUhVRbO3bw3B38qqJg5DpwJ4cAqFt1liYXYqgqkarhKj5qpo0gDLG8OmEUoQDdqTao2TNXZBV0DTr1HIGncvDWpJ5WE1NXsJyIMArxPJ/e1ljjJjpFpR4os8uhBR66roGikGzphBdszHquA21qsBEig5BF2fbnfRpBFNGTbGFbUQEiJgoF+vv78aOAYrmIqWt0pdupWxaFWgWUCFVRmJduRUEhJIIwxA98epM5fK/xe0BTNHpb440zQ7N9UljckcSIPFRFQVNVjFw7qhKhEKLOFMBo7aIy86WkqRpdiVzjvocgnO13Lta4RFBRathRiKIZ9LY17hVQVAUn0oi1tIOiUHcb888mdTKpOK5TahyogoBarUpbCsbyDo4XsnnrDrJJjXFnimqlQsLUyKkJqtXGvTRB6KOpCt1mbvayuh14RKpORyyHFYZoM/eZJNo6CKPGQVNRGwdcM9dOHRqn+cMQs6UdU1MgiFBQ0FUNM9dJSISmqJhhRE+yFVCoe41LFLqq0NuaZKBcnblcEBEzVHraTA5MNratuuOzeF6ucduDphG6Kl2JFlTTxA4al9EAFqTb8MKAMIrQFYWOeI6UHqNMY3sFMGMJ2uMZxuw8URSR1hOYepwwqhAGIZ5tEWLQoiXxAw9D1SGMMH3lsH0tpyaIgpAgCPACj1RoHLGN7/nYbp2de3diJw79/KDk2BBmGKEDarYDP/CxnMbNry0pnUQygW81noJSFIWEbtDTYlKsNtrU3YAFmcaZPENT8NWA7hZz9mmegzpbYxihB4qCqmpo2XZQOOTAoaeyKEYcTdUwQ4+OWJYoig6ZlqqotJppqmoVXwlImSG+a5EvN0K0qijMa42jKGC7IQoQN1R6WmLsG7ca+1sEaCa9rTA07RCFEVOFCsn2OIHvE0QReB5BPEO1WsGplGa/25RsO5VCYx2qqkpXi4GmadSDxg89gN5UK9QV3AAIG9vjvFTbbA2d0CWmQ2csR9lpBLJStUTGNPADH6fucmBohP5s40nP4ZEith1g6ioZ06NaPbS2rcmIIGxsD5Yb4egJvBdsD76Zwvcbx4Lpvbvwqo2+ThWmMXSV1mQLnl2nUG48iaWpCl1ZA0OJ8Gh8/wQodLWaRFFIpCjUAwU13Uqk6YSuQxiFONUKkZ7A931c36U0OszgSzzOHYvx6Ql8GvflqW5I1T10+Vu0JEPeBAB79u8hPzr1kuZnmuYxtTvtYed42LZ9xAWLxWI4zok/5mkYBitWrHgpXaNa7Mcbd1FCn7hbxWifRxAG2JZFIpkksIrohkHGTDBv1Rr0mctOJ8JJBlilfSihj1EvkUpnDvm8Pn0ATdMIoxBXURi1phunzo04vluBKKI6MYbW3tjpiRqXOdz8GH7Q+MJLpVMcqIzjzfwqiEURQWkSTVFIm8nZA/lwZZJ24ihKjIgIz4dRL49uHnzaImJwqk5ino6iNL4gDUNn/5Q98wRNSFIP0e0S6XQGXzPxAqvRx6lhMu3zDlk2Lz+GFwZEUYSnaewuTLC642AtFVAUBivTM8uh0NvRzurVq4miiIetp/H8OgXfwkzE6UjniPIKYRRxoDzJitauxlekqqJrOvvL0xjmzCO/YcD+SRtFafwiPHhc2DVawVVMwijCD0K8wjhh1HiiJZx5asmdGianaDPT8Rmx8gRhOHvwBYUpq0zFs/GjgJiqEfkeB8YbB7YwDImrHvbUGJnuXlIxFccPKNZ8CiWLFI0DlarrJJJpJspTmGYMM65x9ro+4jGdDmuaZ7bsRAl9pvwK6XQG23IJ3BCiiCF76uDxgZRuogQeo3YeR9MaT1JEUJsYJb4sjapAGIHjhzjT4zPrMQJVw5kaw2nvREEhikL8MMDJj6Oi4EchtqowWJ0CIlKmSr7q44cR+yerEG8sh4KC7YYMTj73KoNkXGf/aAUiCHwfQw0ZqU0TunXSuonvhkTA3tIk53QvRFMaTwKO20Uqrk04c9YCoG5XmbRLhDMH5KpvYzlVEoqCpqsYyRQkUkx5FQzNaIynKliqT1fyuXugAKaGKyiaiqZpGJpJEZvl6bZD20xU0A2DdCxB3/I+FuUO3aYPquS3YOf3AhFBfhR9wUrScZ1izSNf9alULPSZpYiiiKrrMDztNDZ7IBnXeHa88YoC1w/Rw8Y9Oi+8bLZvrISnxiCKCIMAvzAOUSNUz+5npWkit9444GsK4/UiEKE/754Py7WZdipEYYAR6VRdFUVP0NWSQVFKBFHIwKTN2YtbScZUylZA3QvZP1UHFCIiNAUir86BqcYTRYqq0NmWIe4WcHSdUAFFN9FqBVKpNEqmhfq01uh7YYyMmUBVFYIwYDTv4noBSb1xFhngQGWSHlIzJ4MivNBnqJpvPK0VRcTVGJYXMl4voqgKSgAtmRw7Bx10XUczdJYs6mL16sbN/tsn9mEfKKCEPnlbZ1nPofebTFTKaKpKqOmkTTCdCvGu+Ye0qdolAt0gbSboXr4Kc0EfAN31Z6k5FcqBjRY3aW9Jo2tVIGIk79LSGaDMfMdpUcTwVB1FUVGiiIQWEpQmUNp7Gk/TKirxTAZvegxX19FMney8haRXrz7itncyPRPsZKI2gRsGuHpEW/y5J8GiKGLKa+wPeAFnLFlBZ67jhOe1e/fuY2572i9jHY94PI7ruocNdxznJd3kpCgKyWTyJf2TWX42qqajqCpW/yNEdgVN1YjCAHdgC35hFFUzMFs6ycxb+pLmlVt2JpoZQ9E0nMHt+BP7UdXGF25YmsTe/RS60ThzMhYz2FUe5dnRraQXLcN2Q7wgorDpEdxypXHZIAzI928mLI5TrQf4Zpp4V5x7928giAIsz2FR1SF0LCrP/oRVmca9UVEY8ujwJobrRVKKQwQM2uM8NrqLdM5BUSPCCB7bXmbvmEUUQSahs2e8ys+3FrFDnxBYla3jju/DHdqB3rmCmufihSGFLT/HqhaAxrsaxrc/TlSapOzUKaga06rJT0c2M1ItNtYjCo8O7WZ3ZZhSzYdA4/df17gBLpVKsa5nFapu4EcBPxp6kouXLEVVVKx6yLP5vfRPjRBFoKs6ewqTPDqxnVTWAjWk7NbZNWLzyx2ThDMH4KG8xY825ZkK4uTDOJYTEBQnmO5/BsVINgKQXaO25RdkUen0oebUqLg2P9j/OMHBR7i9Gv+9/zGCKML2HFYlOtg54fHkjumZL66ITrWEM7id8vAB+uY3zviEQcB9G6Yo2413g5jZNn6ycZpKPUDVDVYubqetNUsymWRR+wK60u2oms5IbZonJ3eQMpONR6Y9i/sHnySIIhRFYWWqi83FQXZODzCVzRKGYLsR1p5nqU1NkIopRGFENH2Ayr5+/LDxBeyrMSr7thFND6IEGoQBSnGS4s6nZsPHLlNnV3mYJ8Z30bco1fiVGoZ8/8lJKrWZ94J4Oo/tKDUOgGFAV1ZHAX745ETjUrDjoLU6FOslfjq6lfWdHTN9DHlkrJ+hcoHl2V6CIMLy6zww9AyVmaRTD3x+OPgUXuARzVxqCcOAHx7YgB16jZAWS/LQ6LPU/DqZeAZdbzzl9uDQk1T9OpqmESnw+Pg2Juwiuh4jZsSI6QYPjWwk71bQNA1FVdmc38ve8iiqppNLZDij++j7fuv5V6MoKqHnUN+/DWd4F2sWpho/Rnyfe5+cIuk5KJGC5YT8ZFOJfM2FCM6Yl2S0mueh0a3Ybojrh6SsDAcmHR7dPEoYNi49Thdt/ufJMdxIZypIN97RYlcobXyocTMt4NfKlJ/+cePyR91hWDeoBx7/s+cXOIHbOFPj1fnhnl/gRwGh55AOugiB+zZMcv7CBRi6guW7bN1v8cy+PKvmJ2f244gfbJiibHtERMRUj4e3lZnI1wmikJ7WGJ1GgLXtEVRNQ9UNtGSWoFakvmsD8XnLOfhro9b/GLpVZmknWL5D3Q357oZRFie6UVDww4hHRncyXJ/EDwNU3We4Os0j49vwg8bTUfMS3fxk+FnKjg0oLM30UChHPLwlj6JoaLrOeX29s+vo3L4eNL3xPf/gs1MUqj6a1ngK6+ndZfaN2ShGjKwR0Jv0sHc9SVieQtM0VFXFG9uLO7yj8QBLLEF26drZaR/8fgqJeGBwAwt6YpiGRgRs2FNg93CdSFFIojJWCvnZsxONWigKKzMV3LEB6oM7AFDNBNRt7P5HUVQVTdPJLj/nJR/njuWfs+atnjkWKvxo6ElqgTO7z/xybAt5pwKqRofZSmeu4yXN63iebH7ZPI0F8Bd/8RcMDw8f9Wmsf/7nf+auu+7ioYcemh3mui5nn302t9xyC29605uOe54n62msKPCY+uG/4FfyREHjS0NNt+JWS2iR33j8U9XJrn8zyWUvfm/SsSg/8yC1nU/MPo2lJdIoqo5fKzY2AM1kPKzz32oFNZ5CNWIkIoPFmydowWNeaxJNVVFSOSK3Dp5DyXKZrNbZ1zufsXkhQRgwVZnGdGz+aMojEUugxpMomsGPExF7Axs9lUPRdLJ6gqoSp+bbOF5IoeajTi2lOpWjPW1gGgrJuEYi1nhSywt9Cq7FirTD77QNzTwhFFDXTDYO7yWnRszLtqCqGmoqR+RY4LkUHZvxWplfpts4EM8wvzWJoankzDRe6GP5dSp2wHDeoVNZwm2/+79nazZl5fn/nv4WfuASBT66qnFgxGPKbTyNlTA00kYCXdUpuVVcPyJfC3Amu7CKcbpTaVJmjFRMJWaq5Cs+XhgwXCqxRB3jqmiQjqxJLqWDbqIboNpl1CjCrxXZFFP5XotBKp4ll8hiaDpZI0nBqeJHIWPVEq4XsKp0EZ6dIgo8glqJTqXIueou2ttSxE0NS8vyneH5eOjoqSwoCq1JDUdP4/ohitrY1t7/ptUs6X3uV9WW8R3cu/PHEDRqndAbT7tM18sEYUjeqRLXdBYZGezQa7zg0bE4cyikre7T2ZrCNFSIZ/H8ANW1cP2A6YpPqJmogUt7xsDUVcJYAlV30RwLLwoo1CvsVGPcnzOYl8mSMuIklDiDW7twPZ22eAZNUWhNa1SrKq4P1XpAzfZY3qUThDQu0xXy6KGNvnInZspES6TQFY1dExF1xWZ+SwpTV4mpBgesMQxNozWeQkWlS0tQcS1CAvxamTAI0DW1cTBIZtFUjfZECyVCvLCxz0aKgq7qBKHf2K8j6Ey0UPEsbN9tPGigahiqjhf6REEjfHQkcti+Q82rzz6N9drll7J+/ovv+2Pf+QL1wX60RAZF17H0HHcfWISHjpbKoalgpkwK9YAwhJJTwwl8lq8q45oFvCBieNpBdVIsmOhBTyRRzTjJmEoqpjFV8QjDkKBWoZsprlI3kEglMVNpFN1AjacJZh6Xtkolan7IfYtaCGMxtEQaQ9VoNdNMOxWCKCCwqih+QMx+LfWghSjw0BSFcW+U0SmX7nSGpGGSMBWGJn38ADoyJooCbWmF0HFx/YigbhG4dd68tMoKbQJmnoZSdIPI92ZurPdRjRheaYqgVkBLNr57dqmt3DncQ8JI0pLIomsKTnaAPBO0pU1MHRJaAlUPqPk2fhgwVa/QomfJxRrfG6Waj+vDEu8sXCuDoqoomsHi3hwfeNPq2YNqEIT8039tZqpgEQUeRBFdLTGqdR+rHoCqoag6l6UH6FP2zHw/R+jpFiLfJ6hXZ5/GSq9+FZmzrphd96V6mTue+g9c35mpo4o10cnAfpWskSCum6TiKlkFitXGjcyBVWJ+zOI3jMfRYonG07JGDC3TRmCVZ+to5Dppf8PvvKQHY45V3atz+1PfwHJqRKGHikJHIjezrXqzT2OdbZzBVede/uvzNNbxWL9+PV/84hfZv38/ixcvBuCJJ54A4Pzzzz+dXUPRDFovezf5h+4hsEoQBfjVAl7dQU0kUFWd1OpXnbS74TNnX0lglXCGdjRO6Tr2bD9QVMz2eay79F3sf+RrPDu5k8itUzNMti5I0re/jD1ZoSURI277hGFI0XZx/ICdmSzD7VVcy8Wq19CDkGsWv4Wu5T7lDffi+x6qYfJqW6EaDxn3JlDNOJW2XjwlaIQDLyLhd9AeX8CAUWG4ZBE3VHKBguaAE3o4gU9ne4wPv/fNqP0/x97zDCgaiSigLdVJvjqOW5giG08Qc+zGe3bqNvXAZ2u8DXXBIryREnsnK+QSJmXDJ4ygbPtYTkjc6+AfPvT+Q2rWkWzjrauv5r+3P4CvqARhQE+3RmUowUjRImnqZONh41q+F+H4Ee3xDv7ig+/hc/c8yIHRKnGnTtqJzfy69SjVHVQtRGk7i33VFFR2ULYDWlIBmhqgeSWieg1V01hk5jjf8ngyKmO7Fql4mqJSabxnp24TBQrt02dQrSlQnyDyXJYkKrw2N8BAWWdqqkwsZpBIuLw6YfPj/EKsmo2aSKPEetAVtRGqFZU3v3rpIUEHYF33Kgp2iV8OPomiatTDgCAKqPkuFc9u3BSebKUeBASVMlHoszo0Oas9xq4DZcYmyyTiJrG4TxBB2Qqw3ZAJtYuntDM5399EtT5JwlTJJX00zaUeFqn7LuVEnIH2FEYdRiolEoZF1oyjz69S29vDSKlG1kiCZeL4KvlaiB9EtCYU6jWXwPVwbIuY4vK2hdNMhjq/qFQb94slssQTcapVjX3TZTJxk3TMQAviFNwyRbtOzkhRI8AMLCK7gh5FvFFNk4rFeCCq4VaLRMkMU5HXuDSgm6iKyhvPuIKeTBff3Px9qm4NonDm5ZwKim6ConD54otY17WSezZ/j7xdbARIpzLTprE/nte7lgvm/ep9v+stf8joPf8Xb3oYRdeJa3WuTlf5YX4pnmMTprJEsSyFWpG8UyEipHVenqmghl0KqdoBMTL85VuvZ/tjz/LI1klCz6XqmlQrClHoE3ku2YTKe697FxOPJKjvfhjPcRrv2amWCXwf164TKBodV3+Ia8wq9279IX61SGiYjNVrjfeIeS6GovCO895BLL2O//jRTlxUwiigTe+lnDrAWLVCwjDIxmIYcYVSMaA85ZBNatQjBTPwUKzGpbDLOoqcYdigNGqmp3K0vuZ9OCO7qDz7IKgqUeCjJTOETo2gVkY146zKJfiNrkl+ON7BuOeQjKdQnR7cZIX9TomkqZGJ+ygKVMLG6x3iuklrSxqrHjbCegCtzkoq1ThmXEPVDLrbk1x71RmHnD3QNJXrrl7FXfdvp1BWIAqYKPuN+w9ntoeL1vZy+TlnUnj4HrzCOEoUEliVme9nE0VRiC9aQ3rdZYes+1w8yzvWvJHvbvshrqIQhgGxrknSlRzFPJihh661UlZUAqdxmbHDdHlD7wS6lWm89sR3UbLtjXfuaAfr2ELLZe+ak6ADEDfivGvtm/nWlnuxPJsoCpmsH7rPvGb+BSQKc9Ofg17WZ3aCICCfz5PJZIjHGzeHvu9978NxHD796U9jWRaf+MQnuOiii/jrv/7rE5rnyX6DcujYWHufwd67Ebc8TaVm07biTHKrLybWveSkzOOgKIpwhrZj7X4ad2oIiNBzXSSXn0tiyZkomk4Yhuzc/ShP7PoFg9UJAiJSYYL4eJL2SolUWMdHY0pNMZCtM9ZeIVTADGF+kONdr/oAq1euA8A+sJXSEz/AGW38YgmNGIMLlrC7q5upoPHWzlazHa3WzfRIErseEDdVIqPOWHmafLlxX1VrzuBVaxfwlvXnEjcajyS6Y3uxdj2FMzEAYchIoPLI+DjtfpF05OErCiNamumOBaSXd+AFHloUp39XjVK9TKQ5EClofoZz5q3i5t98I4Zx5HdK5O0iTw1vpn9qN7ZnE9PiBLUkY6UiBacARLTEWrl40dn85rnrMQ2DIAj45i+f4cfP7KZY9iACM6Ywvz1Dd6oX24owdJVFsTIdlR3EKkMooY9nxJlSKkRemVTkESoKw6bKnoxK3tAIFQU9jEjaJompRXh2CwoRLbrLGcEwq7VBdCXEi2A0aidQDOKRgwIUlBwj6XV4XWdgOxExU2PV4lYuWttDT3vqqNvNgeIwT41sZl9hEC/0yJpp0rEUNdei7FRRVZUFZo7VdZ/uyXHwXTw9wZZhj1ohTyKsEQFFsuxUlrDN7iIIFXQ1Ym0qz0ptiFyQRwHqsTjl1jp743UcQhQUakGOKTXAVxvbg+aZtE91EStm8QIdVQ1J6AF6FGF5OgEKSTVgWWvE5YsDclRBVdmlprmv7DHgVYiUACUyiKsJAq2GFzXuC0koMdKRgh3W8Qkw0FlnJnltJkW7ZwER9Vw7O3JZdkUWNc8mpsdY2b6UC+afTVeqcQO85do8M7aFzWPbKTmNe3mWtS7igvlnsSDbeGjC8V02jm1j01g/03YBXdVZ3DKf83rXsbR10TGfcg9Dn/KG+6lu/QV+eQrf83DS89iVu4i90UJq9YCYoVINSgw5u7H0xtNHMdKc2dXHja+9klyq8Wt5x+Z+Hnuin33jFn4ALUmVc1f3cvFlF5DKNO71G3zmMaYeuxejNIwS+QRqjLCnj8Wvfw+t8xpvkB4f38OjWx5gR34fTuiTUA1Wd67g4nVvoKNjEQDFisOGbWNs2TtN1fIwTQUtUWO0VCRfdAnDiHRSIx7TqNk+dj1E1xVWtKm8rsVmkT/ROKORbiWx9GySy89FNeNA45Fta9eTOKO7iTwHJdZ4J1Dk2gTVIqgqg7EuflxJs3siwPMiDFOBRImqX8DXGj8G9TDBvLYMCxfEccM6cT1Gi9KDM93B2GhIuVxmyYJOLlw3j3NXdmHoR77To+74PL1jgmd2TpIv1TF0laXzsqxf0zP7mHoUeNh7N2HtfRa/NAmqitmxgOSK84jNX3XU7aFYL/P0yGa2Teyi5lnEtBgtwWKcfBvTBZ8wjOjI6KxJFznD245SLzfua0o37icLZq4uaOk2EsvOIrnsuTrOpapb4+mRLWyZ2EHFqRLTTJa1LeaC+WfRomV+vd+g/MKwMzQ0xGtf+1r++q//mne84x0ATE9P85nPfIaf//znxGIx3vjGN/Lxj3+cWOzIfxrgVznZYef5arUa27dvf8kr9FgcXI2/6gs1DMND3uLq+z66fugJPtd1f+Ud7i+czpHmH83cA/L8cYBf+RbZF47nOM5h6/eFbUqlErt37z7uWp9oH4MgaFyrP8p0Dk7r+dPxPO+wAGZZ1iH9Pfj3jZ4/7Reuj4N/3+f56+1I8z8WLxzvSNN54bByucyO/n7WnnnmbN9fWI8jLccL28DhNTnS9vjCYUfq44nM/1i22SM5WW2ORbVaZUd/P6vXrp2t9bEs/5G8cHs8kpM1nWPZH440nROp7bHM61j2Gcuy2LZt23G/1fdUbg/Hsj8eS5vT7Ui1nuuw87K6jPU3f/M3h/z/ggUL2LFjxyHD2tvb+dKXvjSX3Tphc7mxHeu8Xvjl8sIDCxzbo3wvnM6R5v/CYb/qC/Jo4x0pyL6wzdHO4hzvvI61jy88IBxp+V84rSP18YU7+pEONC9cH0daZye6rb1wvGNZj7quo76gDy/s95GW40jDXliTIy3bC4cdqY8nMv9jWdYjOVltjoWqqo0/MfArpv2rAsrstH6FkzWdY9kfjjSdE6ntsczrWPeZE1lvp3J7OJY+nqzlOJVeDv15RT2NJYQQQghxvCTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNLXTHnbCMORLX/oSl112Geeccw433ngjg4ODR20/PT3Nn/3Zn3HxxRdz0UUX8ad/+qeMj4/PYY+FEEII8Upy2sPOV77yFe6++24+97nPcc899xCGITfccAOu6x6x/Z/8yZ8wMjLCv/7rv/Kv//qvjIyM8OEPf3iOey2EEEKIV4rTGnZc1+XOO+/kpptu4oorrqCvr49bb72VsbExHnjggcPal8tlnnjiCW688UZWr17NmjVr+N3f/V02b95MsVic+wUQQgghxMveaQ0727dvp1arcckll8wOy2azrFmzhg0bNhzWPh6Pk0ql+K//+i+q1SrVapX//u//ZunSpWSz2bnsuhBCCCFeIfTTOfOxsTEAent7Dxne1dU1+9nzmabJ3/zN3/CXf/mXXHDBBSiKQldXF3fddReqeuK5LYoiLMs64fGPxrbtQ/4tTh2p9dyRWs8dqfXckVrPnZNV6yiKUBTlmNqe1rBzcEFN0zxkeCwWo1QqHdY+iiL6+/s599xzueGGGwiCgFtvvZU/+IM/4Bvf+AbpdPqE+uF5Hv39/Sc07rEYGBg4ZdMWh5Jazx2p9dyRWs8dqfXcORm1fmF+OJrTGnbi8TjQuHfn4H8DOI5DIpE4rP3999/PXXfdxU9/+tPZYHPbbbdx5ZVX8u1vf5vf/u3fPqF+GIbBihUrTmjcF2PbNgMDAyxZsuSIyyNOHqn13JFazx2p9dyRWs+dk1Xr3bt3H3Pb0xp2Dl6+mpiYYNGiRbPDJyYmWLVq1WHtn3zySZYuXXrIGZxcLsfSpUvZv3//CfdDURSSyeQJj/+rJBKJUzp98Ryp9dyRWs8dqfXckVrPnZda62O9hAWn+Qblvr4+0uk0jz/++OywcrnMtm3bWL9+/WHte3p62L9/P47jzA6zLIuhoSGWLFkyF10WQgghxCvMaQ07pmly/fXX88UvfpEf//jHbN++nT/90z+lp6eHq6++miAImJycpF6vA/C2t70NaLxrZ/v27Wzfvp2PfOQjxGIx3vGOd5zGJRFCCCHEy9Vpf6ngTTfdxLXXXsunPvUprrvuOjRN44477sAwDEZHR7n00ku57777gMZTWnfffTdRFPG//tf/4oMf/CCGYXD33XeTyWRO85IIIYQQ4uXotN6zA6BpGjfffDM333zzYZ8tWLCAHTt2HDJs+fLl3HbbbXPVPSGEEEK8wp32MztCCCGEEKeShB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimdtrDThiGfOlLX+Kyyy7jnHPO4cYbb2RwcPCo7T3P45Zbbpltf/3119Pf3z+HPRZCCCHEK8lpDztf+cpXuPvuu/nc5z7HPffcQxiG3HDDDbiue8T2n/70p/nud7/L//2//5fvfOc7tLW1ceONN1KpVOa450IIIYR4JTitYcd1Xe68805uuukmrrjiCvr6+rj11lsZGxvjgQceOKz94OAg3/nOd/irv/orLrvsMpYvX87nP/95TNNky5Ytp2EJhBBCCPFyd1rDzvbt26nValxyySWzw7LZLGvWrGHDhg2Htf/lL39JJpPh8ssvP6T9T37yk0OmIYQQQghxkH46Zz42NgZAb2/vIcO7urpmP3u+ffv2sXDhQh544AFuv/12xsfHWbNmDX/xF3/B8uXLT7gfURRhWdYJj380tm0f8m9x6kit547Ueu5IreeO1HrunKxaR1GEoijH1Pa0hp2DC2qa5iHDY7EYpVLpsPbVapX9+/fzla98hY997GNks1m++tWv8r73vY/77ruP9vb2E+qH53mn9CbngYGBUzZtcSip9dyRWs8dqfXckVrPnZNR6xfmh6M5rWEnHo8DjXt3Dv43gOM4JBKJw9rruk61WuXWW2+dPZNz66238prXvIb//M//5IYbbjihfhiGwYoVK05o3Bdj2zYDAwMsWbLkiMsjTh6p9dyRWs8dqfXckVrPnZNV6927dx9z29Madg5evpqYmGDRokWzwycmJli1atVh7Xt6etB1/ZBLVvF4nIULFzI0NHTC/VAUhWQyecLj/yqJROKUTl88R2o9d6TWc0dqPXek1nPnpdb6WC9hwWm+Qbmvr490Os3jjz8+O6xcLrNt2zbWr19/WPv169fj+z6bN2+eHVav1xkcHGTx4sVz0mchhBBCvLKc1jM7pmly/fXX88UvfpG2tjbmz5/PF77wBXp6erj66qsJgoB8Pk8mkyEej3PBBRfwqle9ij//8z/ns5/9LC0tLXzpS19C0zTe+ta3ns5FEUIIIcTL1Gl/qeBNN93Etddey6c+9Smuu+46NE3jjjvuwDAMRkdHufTSS7nvvvtm2//DP/wDF154IX/4h3/ItddeS7Va5Wtf+xptbW2ncSmEEEII8XJ1Ws/sAGiaxs0338zNN9982GcLFixgx44dhwxLp9N8+tOf5tOf/vQc9VAIIYQQr2Sn/cyOEEIIIcSpJGFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqJz3sBEFwsicphBBCCHHCjjvsvPa1r2X79u1H/GzTpk286lWvesmdEkIIIYQ4WY7pPTv33nsvvu8DMDw8zI9+9KMjBp5HH30Uz/NObg+FEEIIIV6CYwo7mzdv5t/+7d+Axh/e+sd//Mejtv3gBz94cnomhBBCCHESHFPY+bM/+zM+8IEPEEURr3vd6/jyl7/M6tWrD2mjaRrpdJp0On1KOiqEEEIIcSKOKeyYpsn8+fMB+PGPf0xnZyemaZ7SjgkhhBBCnAzH/bex5s+fTz6f54477uCRRx5hcnKSf/mXf+HBBx+kr6+P173udaein0IIIYQQJ+S4n8YaHBzkN3/zN/nmN79Jd3c309PTBEHAvn37uOmmm/jZz352CrophBBCCHFijvvMzt/+7d/S3t7O17/+dZLJJOvWrQPglltuwXEcbrvtNq644oqT3U8hhBBCiBNy3Gd2Hn30Uf7gD/6AbDaLoiiHfPae97yHXbt2nbTOCSGEEEK8VCf0BmVdP/IJIdd1DwtAQgghhBCn03GHnQsuuIB/+qd/wrKs2WGKohCGId/4xjc477zzTmoHhRBCCCFeiuO+Z+fP/uzPuO6667j66qu56KKLUBSFO+64gz179rB//37uvvvuU9FPIYQQQogTctxndlauXMm3v/1tLrroIh5//HE0TeORRx5h0aJF3HPPPYe9bFAIIYQQ4nQ67jM7AEuXLuWWW2452X0RQgghhDjpjjvsbNiw4aifKYpCKpVi4cKF8mcjhBBCCPGycNxh5/3vf//sE1dRFM0Of/5TWKqq8ra3vY3PfvazaJp2ErophBBCCHFijjvsfPWrX+VP/uRPeNvb3sY111xDe3s7+Xye//mf/+Gee+7h5ptvRtM0/v7v/54FCxbw+7//+6ei30IIIYQQx+S4w84///M/8773vY8///M/nx22bNkyLrjgApLJJD/60Y/4+te/DsDXvvY1CTtCCCGEOK2O+2msrVu3ctlllx3xs4suuoiNGzcCsGrVKkZHR19a74QQQgghXqLjDjudnZ08/vjjR/zs8ccfp6OjA4BCoUA2m31pvRNCCCGEeImO+zLWddddxy233IJt27zhDW+gvb2dqakpHnzwQe666y7+6I/+iLGxMb761a9y0UUXnYo+CyGEEEIcs+MOO7/zO7+Dbdv8y7/8y+y9OVEUkclk+KM/+iM+9KEP8V//9V+4rstHPvKRk95hIYQQQojjcdxhZ8+ePfzhH/4hv/M7v8Ozzz5LPp+nu7ub1atXk0qlAHjLW97C2972tpPdVyGEEEKI43bcYed973sfH//4x3nb297GJZdccsQ28m4dIYQQQrxcHPcNyoZh0Nraeir6IoQQQghx0h33mZ0//uM/5u/+7u+oVCr09fWRTCYPazNv3ryT0jkhhBBCiJfquMPOpz/9aYIg4Oabbz5qm/7+/pfUKSGEEEKIk+W4w87nP//5U9EPIYQQQohT4rjDztvf/vZT0Q8hhBBCiFPiuMMOwPj4OE899RSu684OC8MQ27Z58sknufXWW09aB4UQQgghXorjDjs//OEP+ehHP4rv+yiKAjReKnjwv5ctW3ZyeyiEEEII8RIc96Pnt912G2vXruW73/0u73jHO3jrW9/KD37wA26++WY0TeMTn/jEqeinEEIIIcQJOe4zO/v27eOWW25hzZo1XHTRRdx5550sX76c5cuXMzU1xW233carX/3qU9FXIYQQQojjdtxndlRVJZfLAbB48WL27t1LGIYAXH755ezevfvk9lAIIYQQ4iU47rCzbNkynn766dn/dl2X7du3A1Aulw+5aVkIIYQQ4nQ7prDzgQ98gD179gDw3ve+l7//+7/n1ltvJZPJcPHFF/Pxj3+cr3/969xyyy2sXbv2lHZYCCGEEOJ4HFPYeeKJJ6jVagC8613v4pOf/OTsGZzPfe5zOI7DX/3VX+H7Pp/85CdPXW+FEEIIIY7TCb1n57d+67dm/3vhwoXcf//9FAoF2traTlrHhBBCCCFOhuO+Z+dIFEWRoCOEEEKIl6VjPrPz4Q9/GNM0f2U7RVF48MEHX1KnhBBCCCFOlmMOO2vWrJGzN0IIIYR4xTmuMztnnXXWqeyLEEIIIcRJd1Lu2RFCCCGEeLmSsCOEEEKIpnZMYeftb387ra2tp7ovQgghhBAn3THds/PXf/3Xp7ofQgghhBCnhFzGEkIIIURTk7AjhBBCiKYmYUcIIYQQTe20h50wDPnSl77EZZddxjnnnMONN97I4ODgMY37ve99j1WrVjE0NHSKeymEEEKIV6rTHna+8pWvcPfdd/O5z32Oe+65hzAMueGGG2b/qvrRDA8P89nPfnaOeimEEEKIV6rTGnZc1+XOO+/kpptu4oorrqCvr49bb72VsbExHnjggaOOF4YhN998M2vXrp3D3gohhBDilei0hp3t27dTq9W45JJLZodls1nWrFnDhg0bjjrebbfdhud5fOhDH5qLbgohhBDiFeyY/zbWqTA2NgZAb2/vIcO7urpmP3uhTZs2ceedd/Ltb3+b8fHxk9KPKIqwLOukTOv5bNs+5N/i1JFazx2p9dyRWs8dqfXcOVm1jqIIRVGOqe1pDTsHF9Q0zUOGx2IxSqXSYe0ty+KjH/0oH/3oR1myZMlJCzue59Hf339SpnUkAwMDp2za4lBS67kjtZ47Uuu5I7WeOyej1i/MD0dzWsNOPB4HGvfuHPxvAMdxSCQSh7X//Oc/z9KlS3nve997UvthGAYrVqw4qdOERpgbGBhgyZIlR1wecfJIreeO1HruSK3njtR67pysWu/evfuY257WsHPw8tXExASLFi2aHT4xMcGqVasOa/+d73wH0zQ599xzAQiCAIBrrrmG3/u93+P3fu/3TqgfiqKQTCZPaNxjkUgkTun0xXOk1nNHaj13pNZzR2o9d15qrY/1Ehac5rDT19dHOp3m8ccfnw075XKZbdu2cf311x/W/oVPaG3cuJGbb76Z22+/nZUrV85Jn4UQQgjxynJaw45pmlx//fV88YtfpK2tjfnz5/OFL3yBnp4err76aoIgIJ/Pk8lkiMfjLF68+JDxD97EPG/ePFpaWk7DEgghhBDi5e60v1Twpptu4tprr+VTn/oU1113HZqmcccdd2AYBqOjo1x66aXcd999p7ubQgghhHiFOq1ndgA0TePmm2/m5ptvPuyzBQsWsGPHjqOOe9FFF73o50IIIYQQp/3MjhBCCCHEqSRhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqm9LMJOGIZ86Utf4rLLLuOcc87hxhtvZHBw8Kjtd+3axe/+7u9y0UUXcckll3DTTTcxMjIyhz0WQgghxCvFyyLsfOUrX+Huu+/mc5/7HPfccw9hGHLDDTfguu5hbQuFAh/84AeJx+N8/etf55//+Z/J5/PccMMNOI5zGnovhBBCiJez0x52XNflzjvv5KabbuKKK66gr6+PW2+9lbGxMR544IHD2j/44INYlsXf/d3fsXLlStatW8cXvvAF9uzZw9NPP30alkAIIYQQL2enPexs376dWq3GJZdcMjssm82yZs0aNmzYcFj7Sy65hK985SvE4/HZYaraWIxyuXzqOyyEEEKIVxT9dHdgbGwMgN7e3kOGd3V1zX72fAsWLGDBggWHDLv99tuJx+OsX7/+hPoQRRGWZZ3QuC/Gtu1D/i1OHan13JFazx2p9dyRWs+dk1XrKIpQFOWY2p72sHNwYU3TPGR4LBajVCr9yvG//vWvc9ddd/GpT32Ktra2E+qD53n09/ef0LjHYmBg4JRNWxxKaj13pNZzR2o9d6TWc+dk1PqF2eFoTnvYOXg5ynXdQy5NOY5DIpE46nhRFPH3f//3fPWrX+X3f//3ef/733/CfTAMgxUrVpzw+Edj2zYDAwMsWbLkRZdFvHRS67kjtZ47Uuu5I7WeOyer1rt37z7mtqc97By8fDUxMcGiRYtmh09MTLBq1aojjuN5Hh//+Me59957+fjHP85v//Zvv6Q+KIpCMpl8SdN4MYlE4pROXzxHaj13pNZzR2o9d6TWc+el1vpYL2HBy+AG5b6+PtLpNI8//vjssHK5zLZt2456D87HPvYxfvjDH3LLLbe85KAjhBBCiOZ22s/smKbJ9ddfzxe/+EXa2tqYP38+X/jCF+jp6eHqq68mCALy+TyZTIZ4PM53v/td7rvvPj72sY9x4YUXMjk5OTutg22EEEIIIQ467Wd2AG666SauvfZaPvWpT3HdddehaRp33HEHhmEwOjrKpZdeyn333QfAvffeC8Df/d3fcemllx7yz8E2QgghhBAHnfYzOwCapnHzzTdz8803H/bZggUL2LFjx+z/33nnnXPZNSGEEEK8wr0szuwIIYQQQpwqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CjhBCCCGamoQdIYQQQjQ1CTtCCCGEaGoSdoQQQgjR1CTsCCGEEKKpSdgRQgghRFOTsCOEEEKIpiZhRwghhBBNTcKOEEIIIZqahB0hhBBCNDUJO0IIIYRoahJ2hBBCCNHUJOwIIYQQoqlJ2BFCCCFEU5OwI4QQQoimJmFHCCGEEE1Nwo4QQgghmpqEHSGEEEI0NQk7QgghhGhqEnaEEEII0dQk7AghhBCiqUnYEUIIIURTk7AjhBBCiKYmYUcIIYQQTU3CzikShBE128P1w6O2iaIIy7Wp+86Lt/FsbK9OFEWNYYFHYFeJAg8Az/PYPbif7ft243neUadVqtWYLJfxgwAA23HYc2CQ8enp2TbVwhj5oe249epRp+PW65TyBfwXmdcLBUGAOz2CO3GAYGb+xyL0PbziBL5VedFp10olXKd+zNM9kiiKsL06lmfP1rpYKrFh61aGxsZm2w2MH2D74A5s1wagVquxZ9uzjI8cmG0zlc+z78AB7LoLgO97lMZHqeafq3WtVmV0fARnpt9HWtdW3WdsuoZV92em47M3f4Dd0wP4vn/UZRkvlDgwMY3rNdoEYUDNtXB9d7bNxMQoe3bvxLIby+F4DgMj+xmbem5ZS8Vphvfvpm7Xnutj3cfxwtk+HqmOVt3DqntHbXPE8cKAoF4j9I6+PxzTdGb2q+fX0Q98qm4NP/Bn24SOTehYs23ceo3CxABOrXzUac/WMXhu2y+WioxOjOF67lHHeyHP89i7dxf79++b3Wc9P6RquXgz3xlhGGJZRVy3QhjODHPruIVxwro1O626V8dy7eOq9Yl64XfPia7rI3F8l5przS6rECeTfro70GyKFYdHN4+wafcUVt2lWqmycWgHrz57IeuWt6MoCpZr88Tws2wa347lNQ40nck2zpu3jrO6V6OpGo7v8uTIRjaO9lN2G8Eji8YqJ2RlvogRRdhByLcKPjsUD0dvBAg90OjR2vjQm9/F0vmL8IOA7z3zBL8ceIaiUwBA8VS8fIZaOUkYNfJuzLToSI/Skh5BUcAAztDSXH7Re5jX9yoA+jdu5ZeP9TMwUScCNBX6FmS4/PJzWLB08RHrEdgVJu+7jfq+TYQzBwNF04kvWEn7b/weZmv3EcdzxvdTfOQ71Ae3E80coPRsB+mzXkP2/N9AVVXKhSLbfvYj6gObUPw6vu/z2NMP077uItZeejm6fmybtx/4PD26hWdGt1KolwCYHLMZPqBSr6UhUoiikFTbCGRLhHqjP2YYsbricVmpSiYMqQL7IoNymMRBR0FlEwqeEmO+ViCrNkLN/qCDzeF8xrwsEYDmk1pQJbnIREuYjT7ZBlODGaYGsxApBIqDvuJJPKNARONgoCgq8zM9/Mklv8PClnnUPZ/bHvgxz4xuoU4jHKrotJgt9PaqmHEI/RCj36JrKk9b2AgwG1HZRxub1Q4qSqyxrakWq5lmbTiOqigEKEzqXUxmzqZmdFGtVHliXz8Xnzmf8/u6MXQVzw95sn+Mp7ZPkC83ljWbMjlvVRcXru0hbh55ffiVArUdj1Hfv5VoJowZHQtIrVxPbEEfiqIc03qs+w4bhjaycXwbVbcRBkzNQFc0bL+xzarA4tBgbblKh9XY9yZCh41ukb3UCYlQgAV6mktWXcHaC34TgIJd4vGhZ9g2sQs39CCKsAp1JodUyvkMCgq6GtE3z+S9r7ucJQuXHLGPg0MH+PoP7mZvWMTTGusx7mvM83NEsYtQ9QQqLisSm+mydmG4Fr7vs/mZb9CGSsx1YCZTuJkWtvf0sC2XBiBpJDiru48L559D0kwcU82OlTtxgNqOx3FGd0MU4aHRr6xkW72LsqcBkEvFOK+vsa5jhnZM042iiK0TO3lqZDOj1YlGPTSTdd2ruHD+OWTjmZO6HOLXlxLNxc+BFxGGIV/+8pf51re+RaVSYf369fzlX/4lCxcuPGL7QqHA5z//eR5++GEUReHNb34zH/vYx0gkTmzn3rx5MwBnnnnmCS/DQSOTVf79h9sp1+pMTk5TqVQJAp/enm5aW1s4e2Unl13Qzj2bv0fBKjE11WijqiqtrS20tuZY1raYN664gm9u/T4TlWmm8wVKpTKR55BRPTIJg7TtsWbM43+ybZRjEdWahV1vHFzMWIxUKk08NPn9K9/Dfbs2sr+8n1qlRK1aBi+GUl8FkY5TcfAsD1VXiWVM9JgO+hgJYxtJU6U7EyOtq1y7+o0MTrfzs2dGGstWquH7ITFTp7s1TSpu8K43nMlZ688+pB5eNc/wv9xMYFWYqjoUrcavv2zcoDMbw4gl6HnfXxKft+KQ8Wp7nmbqvn/CtW3GC1VqjoeuKrRnk7RkEsQXrUG58L30f/dOIrtEuVTAsS0iIJ3JkcnmoGMpr7r+RnTDeNF15vou/7Hl+wyVxsgXChSLZaamIvzKcqIQnJKD77q0nTuJmrRxqnXcWh0tCumMqbQkDeJewHl787T6IW0pg4SpkbcjDlQU4qZBOpUiUnSq1RLTWje71TOoOgFTNQ9X9TFXFdCTIa5jY+oRQaTjRga6mcAt6dQGs7RevAvUkHrJwau5RICZNIjn4hiGzkcv+QNu/9FDFPwx6laFulWFKESPxYhn0iiRjum7nDdpsJIKnl3DsatEUYRhxjETGZxI4z/z8yiHMboSBsmYRlswQZ+zBcOIEUtmCBWNh2pLGaODrs5OOjrbWNSd5Z1XruBbP9nF0HiFfKFAoVAGInLZLO3trXS1p/jAm9aQThy6PtypIQoP/weOVWVychrLstA0nY72VrLZDMkV55E57w2/MvBUnCrf2PTfTNXyTE0XKJfK+HpIlIggBLfikiCG4du0pXQ0ItZOucTcOhs7dGw/ZKLiUvcjDE2hMxMjkzB4dccqVl96Hd/a+gNqdo3JyWlqNZtCtYJiJFE0A3s8gTOUwYwZZFuTJOIKf3jNeZx/1nmH9HHrtk186aFvYCkelVoNx3FRgHgiTjqZJO3ouKOLuKJ9M+1Y1CsWnuXQYcD8pI4bhExVPNwANE2hJWMSj+lsTqT4caaNTCZNR0c7rakc1535VloTuRet2bGq7XqSytMPYFk2k1PTVJ2AR5y1VNQsFdunGuooRpxcLkN7eyu97Wne/6bVJOMvvu9FUcQPdv6YLeM7KJUr5KcLBEFAKpWks7ODTCLFe878TXrSnSdlOX4Vy7Lo7+9n9erVJJPJOZnnr6uTVevjOX6f9rDz5S9/mbvuuou/+Zu/oaenhy984QsMDQ3x/e9/H9M0D2v//ve/H9u2+cxnPkO5XOaTn/wk69ev52//9m9PaP4nK+y4XsA/fnsjoxMFdu7cS+B7RE4RL1QxEjk6OtpYunQR+qJteJTYsWM3ruMRlSLQQcmoZLNpVp6xDEVR8Dyf7Tt2U7frRAWPoF6BFhNdhd6WBDWvA88MmZyewvc8auMWoR+SnpdC03XaOzqJGTpqPM34yCCObeEUfJLqesDEztuEoU+9OoFupjBjWfS4Tiwbw7G2kWgbRzNUlnUkSJspgtH1DE/UGC9aBPUqrlUilulAM2Is6c7R05bmD//36+nsfe5MzeDtf0p9cogdYxVsN+RAoY4fRCxpjxPXVVb2ZkhkW1j4h/+EpjV+CfpWmZE7/5xiscTukTx1L2Sg4NKaUOlMGbSkYyyf10YxTDFVV5kYGcT1A/ZNuyRNhXlZg1g8Qc/8RcRWXszFb7v2RdfbvTseZONIPzt27qZWs6lPRnjOOqIA6oU6QejSelaJeE+d6ngRz/awp23Sno/ZlUJTFXpyMRTb44JtE7QmddIxjdakwabROoqmE9M1WlpaCY0UD9t9jFQ8pmsefr1CbFUBo0PHrpYgDHCmXCJVx2zXUVSNeKqFWKcDakh5qEzgBtTGa4RBRKY3jWaoZBfm0IIMuEmKE8P4bh1rqo7v+GR6U6i6Rrq9k9XTWS4Jp6gVJvDqFmMVj5KrsqxVx9Qgnm7FDjS+MdhBkGgnYai0pU3i5d2co+8nqUMslSNUdP5jYhF+spd0JsWqlcvRNQ3fD9ixcw+1mgVuBYjAzBKPx+hbtYIzFrfzgTetma196NpM3ncbpalJdu3ai+OHjNkqWSMiZ0Z0dLSzZMlCchf8Bsnl5x51HUZRxL9v+k/2Th5gx47d1OsOkR2h9mg4dZd6qQ4+6AWHWNYg1KEjEyMe10nqEVXLY7joENR9rPEasbYERtqkKxtjXnsSo30+rhJn1659BF5AabiMZyjoKQ09lsCIJyhsDcGah6YbdMzL0JYz+H/+6N1k01mgcdnqT//50+Qjm8npKQLfpzpSQ9VVUt1JdMOgs6ODHkvn8voglfFiY162x5WLs1TqPsMFB8sL2F9w6Mma5OI67VmTjlyc73kJns3EMeMmq1YuZ2H7PP73ee855rNiR+NOHiD/k7sYG59kcHCYmq/wRLCWqtrGaNHGD0FxCmiJDMRbSSTirFq1gtVLO3jfG/pedNqPDz3DT/c+wp69+8nni1ALiRxQWhR0Q2flymV0t3XyoQt+C0N78eB0MkjYmTunI+yc1stYruty55138tGPfpQrrrgCgFtvvZXLLruMBx54gGuuueaQ9s888wxPPPEE9913H8uXLwfgs5/9LDfccAMf+chH6O4+8iWRubB5zxSVmsuePfsJ7CJKYTuR7+BUqxidS5hW+oi3B0T5CezSOG7Jxd/kwcxlfqVFobyuwuDwCH4qIMgH1Mt1/E0e3sgYXrWEbXikrlzC3jBOuluhNl3CtRy2fXsLpQN5wggS7WnOuu5silqBlkVpnHwFx7IY/NEgMa0XdWmI51Rw7EmG9/wM1QwJ3YB0y1K6F74Kt+oRBN1s+Pf7Wf/uVQwoCt09bUTKGONFjcL+jQzv2wqAqmosWX0RA8oScukEj/z8ad767t8AoD6yGy8/woFpi5Ll8//8dJj+icZlg/k5kz9/7QLMyRqrdI3qpp+QO/f1AJQ33E/g1tk7WmDftMNtTxSoeY08/qqFcd57dgvTxQqZWJ2pcY/RssMdj01QtD1832fNvBy/vb6DwvQkrXufwbHfTOwoZ/3KTpVtE7sYGh6hVrIINnuM5U2SHQ5+3adWGWRybAM9r72YeqGKZ7n0/+dOtKEyvTkD4hqZ1y5jpxtgxnWeGbZYXXd5fV8bhZpPFAR89ge7+d+XLWM50NqVIh2VmKoaTO3ewFRhO2f09VGbhNBR2P+jKQxXQVUi3LTOkte2o+gOCSNHdczCrXpsuWcbpf0lQCHdm+LM961FHa+S6Y5hl2t49To7v7eTwr4p0MBIx1jz9nWo0TRnRQpOtYxXt/j/Hhvlsf0VktkOkobCB89NscQbRzdidEzvZVdZp37GVUzVAxR1Ht/7+UbeuzbOuk4HIxZjQWWUgdpSapzJgQMj+FoGLahQq5RRCttQvJl7fLQE9fY17D8whGEajE7V6O1IAWDv20RQt9izZ4ChKjw4GscNFSBiZTbgcqbJZjPoOx4nseycox64hytjDJXHGNg/SL3s4G/y0JZqBAUfu2qR31ugsr1Ij+9R9cE8u4P68ja65unUFYWJgkNpd57++/YQBeBEsOqyBbC+FyMbQy2PU5gCf9rH2+qwZ+cEdTcguyRBz/osdjmPbzhs/58fc8ar38S0ColkO9//2U/5rWveCsD/PPgDKrpHfrJAvWiz6RubqE03Lk+3LWln7bVrKZbK6C0tTIxH+DWX//enY/zBRV1U6wFDBYdnhirc8egoAeApKtee2c4bVrWS1HUujuo8uV2FMyP2DRwgnoizr3CAZW1Hvrx8rGo7nsCy6wwODrOpoPNEIU3Y2YVt2QR1G2fXj0jrPkq6Ba19MXbbWg4cGMIwdCbyFl1tRz6QBWHAhuGNTE5Ok88XCbZ5RFMz9+oYEK2N2LN3P6lUkv7J3ZzVs/olLYcQpzXsbN++nVqtxiWXXDI7LJvNsmbNGjZs2HBY2HnyySfp7OycDToAF154IYqi8NRTT/GmN73phPoRRRGWZf3qhi9i865x8oUijuNAcTeR7xCEjftogto4WqKLvFckZllUylXC3S6h/bwb8aaBUYVRbYLWxS2UaiW8AZewEhDYFVzXxS07lDfmWXhpL1EUUa/bjG8cp3ggD4CiQG2qyuAjg6z8zRWEhNhWldLeMpX9BVovvJAwCInCiIFnHkZLuaiRjqKr5Id2EDPmk+tehBFLEm/tZssP93Lh75xN0Q5QYhV8W2Vo75bZLgeBz/4dT7K6fREThSr9Axqvn6lj8dH/JgwjipbHQ7tLs0EHYLjkcu/WaX7rgm4cL6D07E8wVr0agNqeZ8hXLPwg5D82F6m6z9XolwdsLpgfZ15LDEeByKvzg21FivZzN0fuGK/y9HCKi/UyrR0uO595muXnHPmswNbxHbiey9RUHn/IIyj6xLKLCf2QMAjY98zP6HvTGhQtwqk5TG3PM9k/zaquOFEEoeWz/ScDrHjrKsIwwlyS45H799CbNVnTm6I1qdOVNrjrsUH+8s0rcJ0688wqTg12b93AoksXEEVAFDHw8H68chx0DVNXsMbrjD41xJrr+ojCCLfqMvbM2EzQaaiN1Rh6dIiVbzoDCHHqVaZ3FCjsmQS9ERrcSp2Bn+3jit+8hLTuUrar9I/X+fnOMZLZxuUBy4246/EhPvn6+URhwMquJE/v3o0X20HHwj40w8Bs6eDux7fz+TfNJ/B9Vrbq7JkooVWGGY80WrqTFAtVouowUf15N/gGVSgfoKCa1OsOG3eOkkvOA6C6bwv5fAHP83h41MT2nlvX/QWF5WmF9MQkLbkMlbED6LkjX87YMrId27YpFct4e13CWoDWquO4Dr7tM/bEOLkYRKqC53hMPTpOz4Icnq5g2z5hELL5/j2ofoiiqGgR9D80RPuqNkphhFKr47oK3g6XYr5EEEHghUxsmSLeFZBbkCXeEkdLwYGNP2fV5ddSqzg8s2eCt8/sDxv2bcaLfDzXZfCRwdmgA5AfmGZ80zjzLtAIW3KMpjvZ9OguDkzWOWtegqrj4wUh//LICH4QoWgqRCHfeGaSCxemycZdelo0Eq6HtSeimqhRq9bYPLqdnviJXwKKAh9rcAcTE5NUPXh8XCFMtxCFIa7rMbW/n3StgBOPoagVlHRjXedVgwULXDbuHOPVZ/UccdrDlTFKdoWJiSmCSR9//HkPOwQQ7gpRMgrFYokto9tZkX1poe1Y2DM36h/8tzh1Tlatoyg65rOXpzXsjM084dLb23vI8K6urtnPnm98fPywtqZp0tLSwujo6An3w/M8+vv7T3h8gOHRIuVSmSDwsQvjh3xmWzZ6ZQojzKK4LkHgUx2vENUPvYJoTpjonTE8zyMIQ2pjVYKqj+Y1zlo4fkRlvIqiqoRR42mYymiFKGoEnYOrvDxcQlGVxhMnYYA1UcP3fVTdbISCKKI8OUZrqmX2ZkffCagVJ8h2LQLAiCWZGhgi9COCIEBVQ+qVwmFPAPm+j1ev4HgJKrY7W8fU1DgEIWEE+6brhz2psXuysZHX/QCtXJwdL1Mp4TgeYRSxb/rwp3L2F9zGDZJBgELE/unaIX0KgoAD+TrrFyTwfZ/h/ftxY/EjrrM9lT2Uy2Vcx6U2XsOveqgtJqEf4dVrOJUqRqJxw24UhFTHqkCENrNzRRHkBysz/x2hxjRsN2B/vs7qnsbZi1RcZ9NwET+CMPAxtQCrVCAII7T4c7tfdbyCEelEmgqohIFHdbzeWI9BNLuunxMBCuWhxvZAFBEFAdWxSuMLgNlVS3m4SBwdCAjDgP15G6LGDc4HDU42xouiiIShYnshbnGCaMEqADTDJF+1KVg+nVmdhK5gWzaqMoUa68V1XYIwpF6aJLQOfZJP8SaIpxdTKpYYOACdsUZgS0yMUS6VqXsBw4XaYetnqKSwIA2VapWJHdsIM11HXI/7iwcoFUv4vk91vEpoh+RCA98PsKZsAjsAQyXiuafJ7HydSMkRBCFuxaVe80maKhHRTDuwJy3C1YAf4tUDKpMVarYFjV2IwHOoTVjkFmQaN+zHNCojjZtsfS+gVldmt2s7cPGjxo+f8kjxsGWojjbqH4QRvq4xMNl4uiqmq9S9gOmaR7kekDSeW2dRCIMFh/ktscY6dy0qYyrZPo1iscSgPkR//SV8r3l1UpUylUqVsYpHueqimyGa7xNGIbXSBKYfYfg+vufiVKuo/gSx9CJKpRL79kObUTjipEfqE1QrFSzLwp60cKoveJKyCrmzdEqlMsOxUfrDl/b9fDwGBgbmbF6/7k5GrY90u8uRnNawczDVvbCzsViMUql0xPZHWrBYLNY4o3KCDMNgxYoVv7rhi9gyuofpis/E5DTptnnglgnCANuySSQTaNkuTE0lFotwNJ3MvCzhxKGPYOu9BlpCxzQaT5Ck52UIAh/Pmkb3A2J6QG5+higMUNUYqqqSW9TCxLYR4LmDW+uSVqKgkXg1TSPVm6GwZZLAq6PFsqAotPQuAKqNx1MC0OM6mfZ5HAzJnl2jY0EaVVfQdQ3FVknkuho3/D4vuJixBEYiSyJmkkvGWL26cbq5ODgfe3oATYVV3Ql+OXDoo+Nre1MoQMLQSOTaWTAz3vTmVhKlAqqi0NcVZ3f+0HC1ojOGoiiYukYUKZzRlWHTyMyBIgjQNI0VnXF03UDXdbqXLmPZ6iOfAvcnFAb2jhGLx6AXAstj2q+jqinMRJpkSwv1sg20ouoquYVZQMEPI0wUFAW6l7UAoCgKoe2TMjVWdiVRZwpZtn1W9mbRFdA0nXqok27tQVdVAsufDai5RS3Uh3RUtRFTVN0kuyBGGETocQVFVWhZ3MLE5qmZMRpjtizLNR7VVRRUXSO7IMfY0wqgoMwcuFuWtGPhASqapnNGZxJFgSh6bvs7o7cFRVFQFIWa+/+3d+/RVZV3wse/+77P/ZLbyQVICCYkmEC4BLFeirbWqb1YerfQlqmUaa1WK9Y6XUvROtaltlrHcbS203GEeastSNW37fLVzmsdcFBBX5WbYhUIEELuOZec637/SEkNRMlBCOT4+6zFWvrkOfv8zm/vc57f2fvZz8nhNjWsosrhb02Z1CBlQS9ht46iKETTztBxHSzDMU0s0yKlabiDZaAeNnB5Iyi6QTAUpLa6koaGoS8sA12v4sT66OzqobrIpjM5ciWMmlAKr9eDz+ulsuF0NF/RqPuxa0+U/bku9LZ2vBVecnuzaKqGrmt4St3oHh1HBUUFRVXxeDTcxS5UB3RdxfRbeAMWuUQa5a951TQFT7kXzXFQDA3D1vBFfOTaHTqj/SiqgmbY+Ct9oCgoKGQTmb++r8AwNXxuffj94H3+jxjO0Fme0JQi+ttHvh8Ck0MoqoqmqpjpFHURD1v2JkmkcxiqQonXoNhjEE/9bZ8ZOtQU2RiaOjTPT3fjKxk67kOhIFMqJ9NQfeyXf5xclt5df8bfO0ClP0nAZ5A1VDB0VFXFH67A7DyAYejoponL6wVvOaphEgwGqK2ZREPD6FMLgtEiXtm6E4/XQy6SwzgwcihSgiq6rhMMBplUVklD3Ym/jJVIJHj77beprq4+5htexNgcr1zv3LlzzH1ParFj20PfuFOp1PB/AySTyVETYNs2qdSRa1kkk8n3NclJUZT3PSGtZXqEXe0xXC6bwdA0lJ4dkIoBCpp/EoodpNgMk3W/iRby0z9tgEwyDdGhwkEpU9HKdCoiEVJ6mnAgSFd1D0ocnKgfK5fFKTIpag6j5GIojgfbdlHaVEL/7go6tu4j5wxd/69aUIWGiYqK2x3AX50j1FhKrGMXtj+CqqlUt3yYfW8+g+MkcHJQWjMLf2kliqqSSvSTS3cy41PTMTWFkEvD6QvSY8GU+rm0vfEyuVwGw7SZ0rgATVMpCXppOq10OI/6WZ+lbftzhD0mZ9UG2N6RYMNbQx/wp0fcXNQYxufSMXWNYOvHhx+XrJ9Htmc/ptHPl2YGeeCFHjpiOXQFPjrNw5SghWVbGIaGaqlc1OjQFUuzt28QBZg3JcDMchcefwBHd1HX0oJpWaPus6aKBv7c9jylJcXsTx9AGYDk/v14S+pwsipT55zPgVc3UP3hCiyvTWhaiKrWCnq3deCxTIygi7qF1WQ1BVVVSP+ll482hKgrc6MpCgcG0sTTDkvPmoSiaRiWzd6YD8OlUT/7bNrfepmy1nIUVWPKh6pp+7+d0JdDUSAwxU2kJUyiPY41LYjlNSltKqV3Vx8drx4EIDwtSFVrBaquACqW7Sd8Wo6ymVUceG0vKAqeUh81H66my4jRmyvG5fZRW5zkEy2T+D/busDyUOTRWNJSgaqCompsa+/HX1mPWVVLRlXIppOo0S6+uqASVQVV19l+IIXmLkHxVBCJlJBSVUqK/HSkK1EyMUj2DJ1dMv04vskUFYWwLJPZDRW43X99b9fOJNezj7Y2i3PLMzy1XyOaUVFxmBnOUOqCSKQUq6gCb2nVu56unlnZyOaOLYTDQbpresjG09DpYJWYpNJpKs6qoH9LD0oiie218bcUo5oqWtrBY2kkNYWmT05j+//eSSqeRdFVmj4yGd1tENI0FLdFzyAwXSGYC6B19mOYKiVNZfgrPeSyWeKdcZSci0nNZ6PpKh6vxfy68uHj+qzpc3nzjacxLZuqBVUMHBig++2hNZfKT6+g5PRiXC43KlAx0E7ZaQH+0plkU1ucc6Z66Ulk+NbZlTywYR/RdA7T0Fk8qxi/rRP0mOxPaKR9JkatgT/gw+1xM7Oi8X1/rqWnNFKWHORgZxfnludY39VNSqnBMg1KJ08nmenAdPrRXX5UVxjHP4miojCWadEyvRy3e/SzqlNdUyhyBykrKyEWS2BMhty+7NA3NpeCXq/jdrsIBP00H4fXkQ+XyyUTlMfJ+811PhPwT2qxc+iSVEdHB5MnTx5u7+jooL6+/oj+kUiEp556akRbKpWit7eX0tLRT3GPl4bqIv4c2Mu0aTW8/nqOlN4CqSh2sQqmi0iklFJfOd6SJPFiFztSb5KYrUA8NzS/wlQoCgepLI9gGzYxX5zkYIpocxx1WgQj6cNtq5iaQnlAIRHLYgX8ZDMZTvtkHVMW1pDL5LCDFppuEAyFseM67rCXVCpD+YcgG89h5RRwfCS6NGpnfYZkohfdcKNpJobHxPKZpFJvs2B5C7qqUlPsws8gScpIF8eBOnylNWQGBzBcQVRNY2okhMdSWXD2nOF8mMVVWGXVVOX+QiKVZfmZ5XyxpYRMLkexx8Q2VKqLPei+ML7GM4cfF5hzIdGX/0RtRYpcrpsfLiylI5rGb2m4DJWSoJuQ30u3EqIkkiOX3c0VZ5fREc1g6wp+W8Pl8RIKF+Oe3vquhQ6A23QxKzKDTDZDPJGgb8YAlZMdUlETJ+NC69apCSwi2d6Da5JKJpVl6keryXyoElc6ixGw0FWF8oCJEUvTepofW1cJuHRCboPBA0l+eNFpaKpKKBQmnYOE4qU8kEVRTidQUY/pdGKUKCSifdReVEE2msHRNDSXNrQekTdILjmIu8RDNpVl+sV1TD2/BieXwwpY6KaOL+JFS9t4fG4yyTQ1H5lC1ZmVZFNZ7KCFqul4i4t4qcvLQvcg2XSSi5vgo/VhBlIKEZ+Goii4fCH6Mga9VbPwam68lkaR1yQU3c6MhWFUBVy+IEkM9odrwQoRCAaYVFWO22UQS6QYTCToV6ZDNjl06VK38XjdTJlcRUN1mKLA377E2FNmEN26ntOm1ZB7/U2+WJ2kO6Xi0R1szaG8vIxgwI+nYcF7fqiVeUuoDU0mOyVDcjBJbFYCUjm0sIbH7UY1VcLVIfSBNKZHI6c4lPksbAfcuRyusM1uBWYvayHVM4gRsFANlcqgTbGu4gpVURQyeD33F5RWhbqp5aQ1UAwVw3Jj2G6cTo3G885F1VVKKvx47Rx/d865wzGet/BjPL71v8mEQmSzGZq+3MRgbxJVVzC9JqZpEQz4KRtQKS4yGciYfOvsCMl0Do+lMiVsowC3frqWjoEURR4TU1coCVpYbp3/dmz0iInLZTG1ZgpV/giTAhXH9mH2Dp76+Qzu2UZ19WR4ezc13n5ezOyn213G/t4sVsNHUTIJVNuDY7jxej1MnlzBjKlhwv7RCx0YGqTOmDSH3uQAsVicA3SiTtYg5YBHxTQNamurCbuC1BdPfd+vQ4iTWuxMnz4dr9fLxo0bh4ud/v5+tm7dyuLFi4/oP2/ePO644w527drFlClDE9aef/55AObMmXNE//Fk6CpfvqCeVX/YjmU10NXVS3QgSjqTpqI8gtfn4ayZFcxrauaR1x5Hn2HQ09vLQP9f19kJB/F6PTSV1nP+1A+xZusf0Kar9PX109vXD5k0HgbxWDpF8QzNvTEeU3woJcUkEoPE3YPgOFi2jdvtxpWxuO7j32Ddtk1sUSARjxMb6MPJ7IZ4HZY3RCqaxIxbQ+vs+C00Q0U1dlNs9OI2bYp9Jj4Uvjh3EQd6/Tzx552EfC4O9sZIZXy4TJ2SoBePpXHJp+YRLAqPyEnkKzew94GrqVcU+uIpeuIpHAcCLoOw10S1vUS+snLEY1TTRcmnv4uz7k6aTYODfTGKfCl0TaU44MFtm3imn0F4/ud46X/dT6WuM9Dfh9s7dInA6w/g9nhRq2Yw+2NHn7C+cOqZ9CcHUFSVgf4Benr76OraR6KnGtsfJDmQZLDNwPZ34StVSA8mh9bZyeUotVSCLh3XYIY5XXECQRfFHgNTUzmQANtjY5s6XrebjKORiXUzU9vBa/4ZhNwmnbEUyW4XergHX5lFOjWIq0Il6+jEMxqaYZHqtom+EMJ3xhYCkwKkoilS/qE8mh4Dy29haiY3f+xyfvb7p6EEUoNxBuMDQ+vs2BaWxwNZjf6KFK/uC9IUVDA9PqzYACHHQTddmC4P0azOHxMV6CGTiEvHMjTKs21M83WhG0Est5dkTmdjsg5fSYCySCnBYID6ySE+fU4tjz7z5tBij/0D9Pb24zgOgYCfYMDPpDIfnzx75KCl6iahc74AzzxMc7NFV1cPpfEEuqZRVBzCZdt4m87FNbnxXfbe33yy/iM8kn4CrXFovkpf/wAZJUvGn4VSyMWyuBQLPZ0gaCvojkNLVwY9PcimoIrfZXAwmmLQZ2JoKiU+C5epc8HkeUxr/QyPvPo49l9jjJXG6R0YIKO5UBSNxD4PLsOH5dXxB124LYerPnsubpdnRIxXfuLvue2JX6CVlRGLxRl0JYeKTNvG5bIJxg0O9tbRGUpQXmWQjA+SSSRpzzhM8hg0ugw6Y2lKA240DQI+E13XeMEbpNsfotbvIxQMUOYt5uKGo69NNBZGKEJg/qdg4+P4/V46O7spTXbx3GARwUApsWSWKBaKbhIM+AkE/Ewp9/OJs45eoMyMNNCT6AWgpLiIrkPr7HjdFIVDBF0BPj/jIjR1bAsUCvFeTvo6O3feeSe//vWvueWWW6isrBxeZ+eJJ55AVVW6u7vx+XzYto3jOFxyySUkk0lWrlxJPB7nH//xH5k/fz4//vGPj+n5j+eiggDxwTSbd3Tw8usH6eyJkYjHaK6v5MyZVdRUDC3ylcqmeaV9G6+0b6Mz3o2qqkzyVzC74nSmhatRFIVsLsuWjtd5ef8W2mOdKEDEClCfzDG58yCkEuRUk8d7M7yUjBHTU6CAlTGY6q3gW5/5CiGfn1wux7M7tvH06y+wP9aO4+SwcZHttunpNUlnNBTFwe+KU+HZg+U+SAbwOgqN7lI+dO7XCVbUAdD21i42bHiFHbv7SGbAYyk01RbzoXPmECopHjUf2WyWnqcfJLZtA9nE0ARf1XLjrm2h6KN/j+byjvq4zEA3vc+tI/GXl8kNRkHVMIonEZj9MTzT5wOQTCTY+t9/pu/1zSjxHtLZHFrxZCpnn8W0WbNQ1bH9GorjOGw7uJOX27ewt78dB0gNKOx4PU50wIWT1UHJ4PN3QqCHtDF0KdXKqjQOZDizbwCfkyaHSp/ioifnQ8mBTpaEYuPoFjXKQTzEcVA4oJXwGhW0xd1ksiqmmSVUncZb7SWuDC005ybIgV0e2t6ySKdzqIaDVfP/iJv7SeeG7lwxNJ36olquWvANvLaXbDbLwxte4Jmdm+nLdgIOJm7K/cVUVKoM5mIYmoH+Zgr3rnaKMv3o5Ihi8bYeYpsaIJa1UBSHkJmgkW6mpjoxyJFUDPrdFQwUtdKVtIlGB6ivibCguYrGmvDQnKWcw5a3uti07QB7D0ZxHIgUeZgzvZTmacVo2uj7I5eME9+5eehW9Hgfim5gRWpx183DLK4a0z4EyOSyvHZgOy/v30JHvBsFCLuCGKpOz2A/g5lBXLrNNM3D9L4o7t6hHEVNi1fjHbye6iVBFhOVWlcRC2Z9isl1Q8daPJXgpfbXeLV9O33JAQzNQI05tP0lxcFOm1xOwWPlaKkJ8PmPnE84NPr8ot7eHlatW8XW2H7ixtBlG3/aYIpeRsaeRyqr4LJVar1vEBzYgjYwtCaP4QlQqhrYsaEFRtEM0kURtldUsd3IkcvlKHaHaY40MDPScNzXpcn0dxJ7/UUG27bhpAbBdPOWNZ2tiWLa+4bm1UWKPMydXsbptUXvuq9Hs6u3jU37XuXtnjbSuTQhO0BzpIFZ5TOw9Xc/M3u8yTo74+cDuahgNpvlpz/9KWvXrmVwcHB4BeWqqira2to4//zz+fGPf8yiRYsA6Orq4sYbb+TZZ5/FsiwuvPBCrrvuOqz3uFzxXo53sfNOsViM7du3v+cOHcutc4d20Tv7Hf64Q7+vYxxlxeBcLjeiCMhkMkf8rMJobUfbzlgc+k2sQwsIjtVYnisajbJjx473/eYZLdepVOqIifHpdHpErkfrc3geD02gfqfD20Z7/tH2GXDUfTTatg8/1g5/HWM5HmKxGNu2baOx8d3nUoz2OsYin1tJj7adw5//8G2P1me0fTSWGMfyuMON9p49fNvRaJTt27bROGPGcK5Hez8cr7yNxVjyeLy2PZ6k2Bk/H7hFBWFo4Lvmmmu45pprjvhbVVUVO3bsGNFWVFTE3XffPV7hvS9jedMea5/D245W5Bxy+IfkaAPmWH5TKt9CB/IvcvJ5rmOJZzSj5Xq0OwAPz/dofQ7P42iv//C20Z5/LPtsNGPZ9uGvYyzHw6G7tt7LsQ5Yx2ugG8t7ZrQ+YzlGj/VxhxvtPXv4tlVVHVpa4LC2scR0oowlj8dr20IcL/Kr50IIIYQoaFLsCCGEEKKgSbEjhBBCiIImxY4QQgghCpoUO0IIIYQoaFLsCCGEEKKgSbEjhBBCiIImxY4QQgghCtpJX0H5ZNu8eTOO44y6KNz75TjO8Aq1sljWiSW5Hj+S6/EjuR4/kuvxc7xynUqlUBSF2bNnH7XvSV9B+WQ7kQe1oignpIgSR5Jcjx/J9fiRXI8fyfX4OV65Hstq7sN9P+hndoQQQghR2GTOjhBCCCEKmhQ7QgghhChoUuwIIYQQoqBJsSOEEEKIgibFjhBCCCEKmhQ7QgghhChoUuwIIYQQoqBJsSOEEEKIgibFjhBCCCEKmhQ7QgghhChoUuwIIYQQoqBJsSOEEEKIgibFzvuQy+W4++67Ofvss5k1axbLli1jz54979q/p6eHq6++mnnz5tHa2sqNN95IIpEYx4gnrnxz/cYbb/DNb36T+fPns2DBAq644gr27ds3jhFPXPnm+p0ee+wx6uvraWtrO8FRFoZ8c51Op/nJT34y3H/x4sVs27ZtHCOeuPLNdVdXF1dffTVnnHEG8+fP56qrruLAgQPjGHFhuP/++1myZMl79hmPsVGKnffh3nvv5T//8z/50Y9+xK9//WtyuRyXXnopqVRq1P5XXHEFu3bt4t///d/52c9+xjPPPMPKlSvHN+gJKp9c9/T0sHTpUmzb5qGHHuKBBx6gu7ubSy+9lGQyeRKin1jyPa4P2bt3LzfddNM4RVkY8s31ypUrWbt2Lbfccgtr1qwhHA6zbNkyBgYGxjnyiSffXF955ZXs27ePX/3qV/zqV79i3759XHbZZeMc9cS2evVq7rrrrqP2G5ex0RHHJJlMOi0tLc7q1auH2/r6+pzm5mbn8ccfP6L/5s2bnbq6Omfnzp3Dbc8++6xTX1/vtLe3j0vME1W+uX7kkUeclpYWJ5FIDLft27fPqaurczZs2DAuMU9U+eb6kGw263z5y192vvrVrzp1dXXOnj17xiPcCS3fXO/evdupr693/uu//mtE/4ULF8pxfRT55rqvr8+pq6tznn766eG2p556yqmrq3N6enrGI+QJrb293Vm+fLkza9Ys58ILL3QWL178rn3Ha2yUMzvHaPv27cRiMRYsWDDc5vf7aWxs5IUXXjii/4svvkhJSQm1tbXDba2trSiKwqZNm8Yl5okq31wvWLCAe++9F9u2h9tUdehQ7+/vP/EBT2D55vqQ++67j3Q6zfLly8cjzIKQb67Xr1+Pz+fjnHPOGdH/T3/604htiCPlm2vbtvF4PKxbt45oNEo0GuV3v/sdNTU1+P3+8Qx9QtqyZQuGYfDYY48xc+bM9+w7XmOjfty29AHT3t4OQHl5+Yj20tLS4b+904EDB47oa5omwWCQ/fv3n7hAC0C+ua6qqqKqqmpE289//nNs22bevHknLtACkG+uAV555RX+7d/+jd/+9rcypyEP+eb6rbfeYtKkSTz55JP8/Oc/58CBAzQ2NvKDH/xgxEAhjpRvrk3T5NZbb+X6669n7ty5KIpCaWkpq1atGv7iJN7deeedx3nnnTemvuM1NspeO0aHJk+Zpjmi3bKsUeeFJBKJI/q+V3/xN/nm+nAPPfQQq1atYsWKFYTD4RMSY6HIN9fxeJwVK1awYsUKqqurxyPEgpFvrqPRKLt27eLee+/le9/7Hv/6r/+KrutccskldHV1jUvME1W+uXYch23bttHS0sLq1at58MEHqaio4Nvf/jbRaHRcYv6gGK+xUYqdY3ToEsnhk9uSySQul2vU/qNNhEsmk7jd7hMTZIHIN9eHOI7DXXfdxc0338y3vvWto94RIPLP9c0330xNTQ1f+tKXxiW+QpJvrnVdJxqNcuedd3LWWWfR3NzMnXfeCcCjjz564gOewPLN9R/+8AdWrVrF7bffzpw5c2htbeW+++5j7969/Pa3vx2XmD8oxmtslGLnGB067dbR0TGivaOjg7KysiP6RyKRI/qmUil6e3spLS09cYEWgHxzDUO36F5zzTXcd999XHfddVx55ZUnOsyCkG+u16xZw4YNG2hpaaGlpYVly5YB8IlPfIL77rvvxAc8gR3LZ4iu6yMuWdm2zaRJk+RW/6PIN9cvvvgiNTU1eL3e4bZAIEBNTQ27du06scF+wIzX2CjFzjGaPn06Xq+XjRs3Drf19/ezdevWUeeFzJs3j/b29hFvlOeffx6AOXPmnPiAJ7B8cw3w/e9/nz/+8Y/85Cc/4etf//o4RTrx5ZvrJ598kieeeIJ169axbt06br75ZmBojpSc7Xlvx/IZkslkePXVV4fbBgcH2bNnD1OmTBmXmCeqfHMdiUTYtWvXiMso8XictrY2uVx7nI3X2CgTlI+RaZosXryYO+64g3A4TGVlJbfffjuRSIQLLriAbDZLd3c3Pp8P27aZOXMms2fP5qqrrmLlypXE43Guv/56Lr744nc9OyGG5JvrtWvX8vvf/57vf//7tLa2cvDgweFtHeojRpdvrg8fZA9N9qyoqCAYDJ6EVzBx5JvruXPncuaZZ3Lttddy0003EQwGufvuu9E0jU9/+tMn++Wc0vLN9cUXX8wvf/lLrrzySr773e8CcNddd2FZFosWLTrJr2ZiO2lj43G7if0DKJPJOLfddptzxhlnOLNmzXKWLVs2vL7Inj17nLq6OmfNmjXD/Ts7O53LL7/cmTVrljN//nznhhtucAYHB09W+BNKPrleunSpU1dXN+q/d+4PMbp8j+t3+p//+R9ZZycP+eZ6YGDAueGGG5z58+c7M2fOdJYuXeq88cYbJyv8CSXfXO/cudNZvny509ra6pxxxhnOd77zHTmuj8G11147Yp2dkzU2Ko7jOMevdBJCCCGEOLXInB0hhBBCFDQpdoQQQghR0KTYEUIIIURBk2JHCCGEEAVNih0hhBBCFDQpdoQQQghR0KTYEUIIIURBk2JHCFGQZAkxIcQhUuwIIU6a9vZ2vvKVr9DU1MSCBQtIJBLHZbubNm3im9/85nHZlhBi4pPfxhJCnDQPPvggL7/8MrfffjtlZWW4XK7jst3f/OY3vPnmm8dlW0KIiU+KHSHESdPb20tpaSkf//jHT3YoQogCJpexhBAnxXnnncfatWvZt28f9fX1/PM//zO9vb1cf/31nHnmmTQ1NfGFL3yB5557bsTjuru7ufHGG1m4cCGnn346ra2tXHbZZbS1tQHwgx/8gEcffZS9e/dSX1/P2rVr2bhxI/X19WzcuHHEtpYsWcKSJUtGxHTLLbfwta99jebmZn74wx8CjCkuIcSpS4odIcRJcc8993DuuedSUlLCww8/zOc//3m+9rWv8fTTT3PVVVdxzz33EIlEuPTSS4cLC8dxWL58OevXr2fFihX88pe/5Dvf+Q7PPfccN9xwAwDf/va3R2z3wx/+cF5xrV69mqamJu69914+97nPkUwmjxqXEOLUJpexhBAnRWNjI+FwGNM0mTVrFo888gjbt2/nkUceYebMmQCcc845LFmyhDvuuIM1a9bQ0dGBy+Xi2muvZe7cuQDMnz+f3bt38/DDDwMwefLkEdvNV0VFBStWrBj+/7HEJYQ4tcmZHSHEKeG5556jpKSEGTNmkMlkyGQyZLNZFi5cyGuvvUZfXx9lZWX8x3/8B3PmzKGtrY3169fz0EMPsXnzZlKp1HGJo6GhIe+4hBCnNjmzI4Q4JfT29nLw4EFmzJgx6t8PHjxIIBDgscce46c//Sn79+8nGAzS0NCAbdvHLQ63231McQkhTl1S7AghTgk+n4/q6mruuOOOUf9eVVXFiy++yLXXXsuSJUv4xje+QVlZGQC33XYbmzZtetdtK4oCQC6XG9Eei8XweDzvOy4hxKlNLmMJIU4Jra2t7N+/n6KiIpqamob/rV+/nl/84hdomsZLL71ELpfj8ssvHy50stksGzZsAP5WzKjqyI82r9cLDC1ieEhfX9+Y1uIZS1xCiFObnNkRQpwSFi1axKpVq1i6dCn/8A//QHl5ORs2bOCBBx5g8eLFGIZBc3MzADfddBOf/exn6evrY/Xq1Wzfvh2AeDyO1+vF7/fT2dnJM888Q0NDA/X19ZSXl/Mv//IveL1eFEXh/vvvH9MihmOJSwhxapMzO0KIU4Lb7Wb16tXMmTOH22+/nWXLlvHkk09y9dVXc9111wFDd15df/31vPTSSyxbtoxbb72ViooK7rnnHoDhS1mLFi2isrKSyy67jHXr1qFpGnfffTfFxcV873vf45/+6Z+46KKLuOCCC45LXEKIU5viyK/lCSGEEKKAyZkdIYQQQhQ0KXaEEEIIUdCk2BFCCCFEQZNiRwghhBAFTYodIYQQQhQ0KXaEEEIIUdCk2BFCCCFEQZNiRwghhBAFTYodIYQQQhQ0KXaEEEIIUdCk2BFCCCFEQfv/5niXzAlmYdMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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0JSx6x2ye/a/vMGfu/yMej71sreUtTzC+9g7MaJxQuhkjHCWUbcMr5jCrCbxKkcqWJxn59S20vum9h+T5KVcdvn/3s9iOQ+A5REIm0ztiDI35FKougQdrn+mnsyXB8gUdk16+67rccNMd2G6STHMHlhWipzWM6wf0jcWIxNMUxgf512//J+kVCVzXJvBcolaYjngLO2sjtKVcilWPkrGN5oxPqbaTTMwkGbWIG1HcgU1UjYBstgMrHKU9lsYP4vihMZLJgOG8TSixFawQCc+gLZPGMg3ao1miVBg2QxB3GCmN83Qqyol2hEQ1RMWziVbLtFUhXqiQSDSRDsfxojGMeAvhXI5s1GGs6HCy/ww7EhE6KnmmNTcTs0KQbuG+7e0UzTCxtmZMw2Bas0XRMPBzUZKBx2g1T200SrF9A6lIsv5FbFp0xZspOBXy4ThFu8yYkcMbfYxKdQ5dzVGyiRCZuEXV9Rkve8xsixIJm/XxaEB/Lk4mFWckb1P2DY7uMujLRfBTWUqFMX5eW8ij3euJRcJ0pZuImCGmJVooOGXGwiUyTo1d5LjCbaatOJNQOoOVyJCJmwSZEQa8MZoTceIRi4QRZ5qVpC9Uxklmccp5fhFyGNiyiKIXoaM1QThkMa0lTIBJ31iNZDRgpFDj6u89wuV/+8a9XjNObnB30HEIPBczEsdJZDHsAXqaDfJllxXOJrqa29icT2JH4rjlPD8bjkHHTgqRGt0tGcJhi85YE55lM1QNaA2SjFQLhAyTebEsQ1YIkh7jxRy/S6c5s2bhRWMEjo1XzmPEM2Am6IqWKVQ9llZ20ZLtZGOllVoshlcp8lAlSiaymWjg05rpIBqKYqabMMIxYrlBUtEUw4Uh+vMDPFRbihMKk2pqwjRN2rImj+zwyMSitKbDhCyY1hqmYjuMlWKU7QqbSwZ3DvscXdpKOhUjk4xiRBMQT+OND5NMOOSKLif4z/JTughMk572CJGQQWs6TCJq0jtq05QKs2u4zJdveZqTjq9QKtsEnoNlQldzjLXPlgib0JK2iIQNpjWHqTg+YwUHw7S4/8k+OluTLJ3bdkg+dw7ElIedgYEBPv/5z7NmzRpmz579snMfffRR1q5dy5133sncuXMBuOyyyzj//PP5+Mc/Tmdn5xGoWH5f3bv+ScbGDLriGbKJMH91eg95Rqhut3C8OAlSvKFlOaYRYsGMVgYqo/x4828Bj/u3P0TIqP8WuLRlNn80azVhy8TxfO7Y/jseH9lCxa0xaj/LsmS6/pvU8WfQOusoAGrlEn33/YzOYITaUIn7fvEbzvyjs1623rFffw8Mg1C6mUjHTLIr/z/MUBg/CCg9dR/lzY8R2FWKj91zyMLOoxuGqNZcAs9lTmeCd71xGmELCoU8GwcC7npkCAyTB57qY9n89kn/ZvertfdSKEVJZ1vIJCOcc8YM2pvrW+y29Y3zvXt78ZJNbB8LmD5eJBEzOLqph7fOXs3IWJV83GZdfiNPFzbQ0WQxVtvCnKY0tuOxLLOEnnAbP+p7gmQiSzgS4x1zVjMrO5MdQzUqXpV7h9cSj+Sp2EV806I9kiRKgpObTyRGiBmREkPOGD8ZXocfS7A+8Fk4/XiS46OkNz1BSyyLPTpKkGjBNC1qM+YRzJhPzQ5j2XHCW39HV3g7Ja9KUNpFUypDLBwlufwPGQ+a6d/ZS6TFJBkO+LPlEaJpg7GwxXAe7n6wSspqI+9tpzmUJhoN0xFr4uTuxUTNCNMTbfxu4Gnu7XuKmlNjODRKNjmPpkSIU5c0sWp+mm/9oo+jumK4XsDJi5royIYJ4eL5Bvc8lScetTAIOH6mQecxBt9/uEYx1MlT4XV4ZkBnKsO0eAvvn3cK6XCcwDB4aGgTd25/iOZYgjGvQks0QSSZ5aR5CU5Z2sx3tmxijpvCdjyOzyxhTqSTtGWTaT2KOwafZmckSt4x6YtUaG1qJZ2w+MtTW+lpiWBEYuwYcfjOPbtwvICtfXk27Rhj3ozmiddMeeODBIFH4LnEZywkdcyprOsdxOn2Sex6ivbhDURCJvPTO3nL8uP5n6dqPDvSRtGvMGDVaM8kSUQjvGfOSloTKXZUc1Q9h9/0PUUyFMfwfU5vmYtpmNw+9DR+S5wtgQfzTiBVGKO06THMaIKaEcFe+keEhjbQ3Ps47UmYE9/K6cf38NtNLk8MNGP5RUJuhXQ8SywcI3v8GWSnHQ2AXc4zsOYOWgKfvtwAvjVCqGkZrXGPPzs+ymODDtvyJhErTGsqwulLm4mHDWY1Gzy8vcAdj0DN9zHHtxJNxskkw8TmHEPrgmPZPljB9Q3C2x+iM7yDmm/hDdjMbG/CNA3efGwz3U0hOrIRah58+54+XC/G9kGfdRt7mdaZpbMpwnve1MNjm8fZNVLBdT3as2HedEwzsWiIOd0ZHto4zi8eGcQwTB54so9jjmp91Vt3DtSUh52nn36acDjMT37yE77+9a+za9eul5z70EMP0d7ePhF0AFauXIlhGDz88MO89a1vPagagiCgXC6/8sRJqlQqe/1fjrxD2YO7H3+KkGGSCEV546Is05oTPLy1vhk1bJmc2nEMMS9B2bMZyI0zp62b+U0zWD+2napbozmaJGqFecesVYQskwAIWSZvm7mSDbmdNIVijEVLpAOTUMccWmYdNXGsRSSRpHnJSYyuuZN4xGRg45OUyye/bL320HasWBIMk/TyMzFC4d3HRxgkl7yRWu9m/FoFNz9KbudmIi3dr/o5enLTAJ7nYPg+Zy1vI2zVDw42DIPjjkry9LY8O0dqDIwU2dE/Rlv25bdOvdgjjz2DacUJRaKcckwTbc2JiedoZneW4+fm+d0Gn1p1nNFBl+TMMG+evhyT+nEFEHBMZi4jwQBDlRxj1SKZcJxZ2XYWpmfz2Lb/xTMCwrEkC7LTmdc6i1zJJQDioTindh3D3f2/oxb4OK5LNpbm5I7FpIMknl2l7FnMjDdzTNtRPDa2jZrj0F8rMLdrFsnxHM5IH0GlgBlLEEk24c5egu97uIZDyEoROfokQo/vYsypYfgeiXCUyIz5xFtm8MjjfWCAYYZ44+IUrekaQ4YLQUB7c5jV87OsWVekEhkj5puEDIvTpy8FDPzAx/Yd3th9LE/ntlNxbIZCDsmkQ3s2xcmLs2wbrFKx/fpxKzOSzOqIUbNdPN8kEbc449gsdzycI3AdNgwGLJ4W45TFzfzsySLV+DCJcATLsHjLjONJh+u7kgwDVnQczVOj26h5LmOVCuOpEu3xdt60rJ2RyjjjdhlMi7nNnRwdn4nnupRdi7aYxZunHceNO9dSrNgEiVFi9kzeuDDL9JZIve+ey4y2GCctaOJXT44yXva458FtTGuNTrxmSlufJnBdTCtEfOFqqp5LzfYJmxbG7OOIVXbiV8s4I30k5vn84XFZNv26RMXI4fkByViIZa1HMSfTxo7KGAaQjSR5Y+di/rf/aXzPZXN5lDe1HsWyjqNZO/Icvu2wpTrGca3TiZby2APb8Go1zNIwxvQlxEvb8PKj+MUxQl6N05dkeXbcZnrpccwgIBGJE+6evTvo1F/hkUSG7IJVjD18F+FQjA53F1utE3jT0gzZRJVnBz1CpknINPmD5S2ETJPA96g4BqvmZHliRwWvr0JHkCMWiWMk0rQtOo5a1cX1wQiFCR+9gtAT/Tybi+PZVSIZk+VHpZjWHCEIAooVl+kdSd58TBO3rxkhHLLIl126fZ/Tj20lETFYtz1PEPhYlsEZxzVjYOB6PqWKzQnzMjyxJUf/mMOuwTx9QzmaUs/3arKCIDjgsDTlYefNb34zb37zmw9o7sDAAN3de38gRyIRmpqa6OvrO+gaHMdh3bp1B33/V7J169bDtmw5MIeiB6O5ApZR/3LuaYkTBAEV166/4YDp6WZGxus/12yHYrFA1ozjuA4BAQYGLdE0IdPihYfKhUyLlmiG8XIe34DAMghnW3nx4XSJ1jZGqR9E6VVLr/iabXJdzJiFGUtixuJ7L88AK92Cmx8hCHy2PvUoXnvuVT9HfQNjVG2fVCxE2KhRLD5/VlqlXKY5AVv6Hap2lWfWPUt7Njyp5ZfLNpaZAmBaawJe9Bx1t8YwjAKGYeA5BlFCBDWXQrWI67qYpkE4YtERyzJQHiXAx/V82qNZQibUdh9IapgmnYlmDHYfy7p7+TMyLdBfD4x7zgLqSbWQL4CBQbB7ZmeyFWNsGwB24BE2LMLZdpyR3vryfZ9QtoVoKIxj7zlLJSCWiEM8jV8axgBMwySWre/uqzoeBgYY0NWWAGq8cO1ntMRZYxTxTRcwiIeitMWyDFfrZ37tORi7K9bMruIY4GKEXLqaI1iWQcXx93yvMr0limUaGIbBnsObZ7Q9H0xru0/I6WpLYFAE0yNs1g+QnZl6wa6J+jH4dCWa2VKoHwjrhVw6shEs06TqP39mT2e8qR6OPfCD+hdZc6wJC7P+2jW93X3f/eUYBPi+T+C5dDfXv8oC36e3f4h167yJOcmxESIhk0hTO6VqlarrTrxno5EwVroFr1qCICBwPVJNMdKJKv1lD9MwMIHuZH1LkRfU38cAM5KtE7VXg/p6dKfaMUaewwCqvothWoSb2rEHt9f77tpEwhbhbBteYfeZU55NJBqhLe0T3n0mnGVaRDL77uKJt3QxBliWRXj3mVLT2xLgVKk4AQYmlgnTm2MMjNu7awYMg67mKH39/u7l19//hmHheXvOwjKIJeL1Y4tGAwh8jBf23QDPrz+nM9vrYyHLJPADXM8lHal/5hVKVXzfJxmzaEmFGCk4+F5AsVTGd02aE7Bj0KZqezz1zLO0pl9dDIlEXvqg9Bea8rAzGZVKZb8rFo1GqdVe/lTflxMOh5k3b96rKW2/KpUKW7duZfbs2Qd9ALW8OoeyB+3PbWJ4pEJAwJahMnM7MyTD0YnfLLaOD5EOWnefzRIhlUozPFggHApjYOAHAcPVPDXXJhZ+/reZqmMzVB3H8T0iAeAF2KP9+/zGUhiof1G6XoCVSLNo0aKXrXfgl2ECz8WvFvHKeULJ7MRtgefhjg8ReC6GaXLUcScSyk7+GJoXe3j7s+waLOD5HmU3QkdTFM/3qJTLxOJxBgtjhMMRQlGLpUsW0Jye3G919zz4ALlxlyCAbf1FutvTe92+faBC4Pvg+4TCAdXAwQsbZKJJhguF+hYO16e3PIppWhiYhCyT3vIoR4UC4pH68nzfY1dxmBOoh8vd39k8Nz5Yf/6CAGv3GXZbxodoMbsICDCNejDYWRiYCCJR08L2PWqjfbuXYhCYBs7YEFXnhZ9bBpVigUg5j2WYuNQvZVAZ6SXSuZBk1KoHjwB29hfp6Kqf8LTHc4MlCMD0wwSBTcWt0VceJWzWP+ZN08T3fXaWR/D83Wf4OGF2DtdwvYBk1JxIdVsHqzSnw7sDcv1BNvc/v3U0vvtjeHt/sf7ceCFsv74uG8f7mJ/t3rNK9eejNIyz+8y0kBOmb9TGcTwS1vOf5zuLw/SkjoIALLP+G/tgaQQPv/5e8MIQwNb+Kke3J8EwME0Twwqxbciu517DZMa0DhYtOnpiublt7QTVEka1SCIaIRqP05urB8VqzSY2PlwPMKaFEQqRy1fIlz1MP0QQBHgBbMsPc1xzJ5ZZ/3IH2FzYcxYTJMz6emwf7yeYGAsT+B72SB/sDldBOEbN9rBHByaCuhGKUilXGRx3iBj1IO/6HrWxAV6sPFw/bd/1XGzqr9Vt/UUWt0IiYpCr+Hg+bB0sE4/W+x4y66/X7UMVyoEJGHg+eLkhAs8hFNpzBZqAarFItDROwqpvEQ6CgOf6yxw7K1XviwUYBhv76q8Fx/WJmAEhK8Ro2eLo6Smy6TEqTpWKHTA47hC2TIyQQSqVJB6xGMqPTnwGHLtkAZnkgYWV/dm0adMBz31dhZ1YLIb9gmsB7FGr1V7VmTaGYRzWs6Xi8bjOxppih6IHf7TieJ569n8pOzXuXzdOT0ucRU0zWDe2A9v1+W3fU6xqWUbcitGZzfLk6HM8l+/DDIVJhOOU3RqO53Lrlvs5e/ZqUpEYZbfG7Vvvx/FcxrwqC6sWhbJPdGQnQ+ufovXoxViWSWl0hPwza7Adn6rj03X88a+4PtHuufXTbJMZCg/9guyKt2AlUvh2jcITv8avlfGqJUKpFjLds1/Vc7PHsgVd9I9UCQj46UNDvOvkaaRjFq4XcP+6cQZzNmYozLT2DNM7m195gS/yxpXLueXWJ/CcKv/7zDhdrQnmTMvi+z5PbxnlsS0lnFqZGD5t3WEw4a4dD/L2OW8knYwwWijzSG4dQ+UC4ZBFe6IJ0wixqzDG48EGju5axmNDD+NUS2zM9/FY33oWtx+NYUCuluM3I09h+x4xw8IPRbBdn/sGnuGk5ghNVpK46bKuOMi60a24QMQK0R1OYe7YQHmkt77rJJXFNQyCSp5g42MwZzFhYgR2FWfLAxiOT4sVpd8KUbSrmL2bKDZN4+gZM7h/QwHfdbhv3Tit4TBtrSZlYEe/w5pNVfACknYLVmgXju/xy11PcHLXIjLhJBYmP9/xEGO1IiW7RNjNUC6FGQu5/OyREd68tJlUzKJQdnlmR4lE1GJGa4SIGTBWqPGrpws4ro9lmCzuMtgx4nLfujKBC/FKB+XYczi+x893PkIm8ka64k24ns9v+p6htzTKeLWC4VlkSnFKpsdPHxrgD5Y10xpNM1Qrs218hKS3kUXxGWRCPnm3yt2DzxD4LplEmKFyC2XP43fP5pnRarGgO4phWjy9vcjajeNUbB/DMHnL6qP2em+4c46ltPFBAtem/OSvSR93OvGoRa1Sgx2PUSmXiYQsIu3TKTpw5xPjBK5BPGgmb5qUqi5PjW1lVrKJo7Kt5N0qg+UxHhhYh+fXn4+j4y08WxriiZFNeIBpWsyNNVHr24w9sI0gCDBjafx4Fmvbw1QKBUKBh5Vpo+hHuPfJEnYNnguWMcNYT6lWIjSwndHnHqNp9lJM06I8NsD4ujXYno3n1uj3Z+K7Dvc+VaN5WZQlXSF2jDk4gc9dj41x+tImmhIWEQt+8cwI/WMOedejz2ym1S6RqpUZeOJB2pecQNgycGolnG0PYjouM+MFQrE4thvw6HNFklGTOR1R0vEom/tK/PqpHJWah+t5dGajGKbJL58YoSUT45jZWfrHajiOxy8eHeVNS1vIpiJEoyF+8+QoIwUHMxRmZleWrvamV/V5M5njfV5Tp55/+tOfZteuXS956vm3vvUtbrrpJn79619PjNm2zXHHHcdVV111UMfs6NTzxnaoe/DBb/0HI4PQnWgmYoXJJk12Rp7ANsq0pSOYJjTHUsRjYUpOtX6qpRliZtN0/mfDPSRDUdpjWUKmRXM0xVitiOt7DFXHKbk1zqguoXvrejqyEdJxC8IxjEiMoJTD9QJ6R23yRoa3feKzRCMvvwuo2ruJvhv/H0YoTCjTCqaFlczi776gmlcax6sUaT39XLKr3v6qnxuAqu3yjVufoFCqEXgOBgHt2Qgj4xVc38QMhcG0+NM3z2fRnIO71sYlX/kXxgsJ0tl2zFCY5qSF60Oh4uHaNQr5Ibq6bVLHJ6nYFQLPwTQMmiMZ+vI5HN9hvOxSsX16Qkex03mOZKx+mn/EimCO7mDMKZBKtxKOJkiEIkCMEbuM68NIvkbETxCYFlWKtGUiWCZkI3HCQZWyaxM4NZxynmOtDMfVPEzXoehWKdoVRto6aR4ZIBGKkokkCUwLI5YhKJQg8BkpOFQ8k62JJNNr2+lOpUmGIwTRBPf2d7ElHyeUasKwLJoSJiXDoFAJqPkuY9U8ne0lxls3YRgGzbE0Jgat0TQlt4rtuYxXi+QrebKjS9i+bQYtqTAt6TCRkIHrBWwfrtKcDBOPmkRDJulowGjRwwtgJO8QD8P8doPxil/fQljM0Z0ssrZ7M1bYoDvTTMg0adn9mFXXIV8r018q0DGeIbOrBzOawko3EQ4ZmOlxnjM3kopbpGIWUTNMZzLJSHmUIPBwS3lSmIxsOo5t+ThtzUkiYZOmZIiA+tlUNbde48LZLXz2vFV7vV7cwhjDP/8WgVs/Y8gwLdxYitLIMPgeuZJLxQnY0LyaXaUYgQ9eeZwwNqGOPp6zirQ2JYlFQ6RCMXzLpeiU8QKPkWqeVDjBzGiKklMD18EpjbPETHBK1cB3bQK7glcuYjV3USUKvku+7FKqumxsWsH2ahO+H+CVCxiezelNvyXiFGlOtxEPxzEiMYxwBL+Ux/NdhgtDVAOfJ2pvYrBWfy0EpkUmbvHMgIvvQ1um/lnUmjWp2C41J6BQLZGvjHNW6ygzc9tIxcM0ZWJghTGiSbxSDoKAsaJD1TP5GaewbdykJRUmFjFJRE1iEYuxoovj+uwarhDD5g0rj2Y4V61fpDEIaE6Hefy5PL7v05oOY5kG01rjVHf/omaYITAt3vsHC5g/c/K/8LzQ6/LU8wOxYsUKrrzySrZt28asWbMAWLt2LQAnnHDCVJYmvycue88f88n/vJWd46MkQ1EKThTfnEE59Sxb7QLZVIh0MkHZczBCYTBMju9ewh/MPRUDgzs23E2lNEQmnCBnl3B9j7xTxg8C3jb/DN5zzDv48be+zeDQU4yXTdIxF9MsUbU9ChWPipXm+Pec/4pBByA2bR4tp/05o/d+F3u0HyuWrAcd38Ovlgl8l9SSUw9Z0AGIRUK876wFfPfn6ymVDQg8BnIO1ZpHNBYB0+KME2cedNAB+OB5f8Y13/wB42MDRKJxnGqcgACnVsa2qzQ31fjY/7mAnFPgB0//D1XHIPA9Rp0CgQVD4x6uBy32AozSNLJhk5zxHFXXY1oLGJ09xHZspJAfJhyJYkfru0zGKybjZR/Ti2GWeggwqaQ3ssXOk06Y1NIVzCDALIzjOzWOcsLMr7mUgypFZxTH99jalGV7FFozCeaNjJGrFslGk4TsEtUK5AoBdhDiQeN4xpwW7EgJb3yIZCRMOlrluHiO8fwMBkbKmNEEQ7UUfhAw6lUou1WS6TKx7CCGa9DrlynWSmQiSSp2dfd1dko4nktrqYOmyDLGEjmG8jbjZZemZAjLpL6bbKRGNGzQkgqTrxhUyxUKZZewBekoDOXq19nxa2U6wmXOiG5l1pjF95sCto0NkYklyNfqjzleqweeZDHOhe4wW9NV7s3NwauVcBIZQpU4qXgbeaeXStlkWkeGMRyCwMctjpMIDN4SxInN2Mq/bjyKwVGIxcKU7fou0KoTUHMDpren+Nj7lu/zegmlm2l+45+Qu/82fMME3yNULeLjs2u0jOMbPBpeQn8xjGWXMUoFIqbL23tG6Yg7fC1v0j9aIBYNk4/bYAQUgjxlt0LYtIhZAdsr9d2P2FVmugYnVD1s369vvXNtjEgcv1Ig8Iv0F8Hx4PHQAjYVkxjVClYpj4XP6S19tBtNDJhVRgvDREJREtEkhmFguzXKtRKuYTCjqYeZ5iC3PNfCyLAD0SS5SoawGTBSdcgP1cgmTUq+QeD7VGpFHM9hedMoZ7VWeS5oozg+TNX2SCZjWBUbt1YjX7JxAosnI8dhGR6W77Fr2CEWsUgnwpgGlGsexbJDzPL4wgUraevu5safrmN0vP5+Hyv5dDbH2TVSYTDv0paNkqvUj3UyrPr1ds5aNetVB53Jek1v2fE8j9HRUdLpNLFYjCAIeP/730+tVuPSSy+lXC7z93//96xatYovfelLB/WY2rLT2A5HDyq1Kjf85pesXddHqVjfjJrKeMyfF6a1NUyuOo5lWsxu6uH47mOY0/z8xbMe63ua7z/53+zM9+EFHpZhMT3TxZ8teQfHTz8GqL/u1/xmLbseuY94pR8z8KiG0oRnLuWUt/4hTc2ZydW7cwNjv7yRWv8WAt/FMExCLV00veFPSC95+TO6Dlap4vDQugEe3zjE6HiZSqXEsoU9nLxsBjM606+8gFdQKBe55Sc/YvOmccrVCBCQTtosXtLJe976p4RC9d/jCrUij/Q+xdODz1Kwi0StCN2JHoLxDnbuqF9kMBEL0TMDgswAfeVebM8macWp9o0wlttG1awRGBD2LGp2J32FDuxa/Ys2HLNp66kQzRYpOSUMw6A92sTiYoru3lGsWpHADONmm9iVGGOjN44deIQMk2lWgjbHJZXPEfI97FCYXr+DJwdmMVRtJsDAMmyObtnJkvQwGTuHEQSUwmn6S13symcoefXQmwzZpLIjVDMDVEI+JgYJz6QYtRgJObhG/fiejB9jdmw5gbOEcrW+7hW3wrqtoxRLHkFgYBgBTekw2USC8VL94NJUIkSzlcMrjFCx62cSJsMePYkxlgebSPn1qx5vNtPc2ZRhPGnvPqDYwLQjzMoH/FltOxE/wDUMthtN7Aodx6jTTM0JSEQNZswOY8226HdHcTyHTDTNokgTR4/lsEb66keKp9v4VWEua3fWt7ABtDXFOXX5dN76xqOITBx/si+3OEZ548NUtz+NXytjRGKMJbv42XCIJ/t9XDcgFrNY3h3hzEyRdKGvvrUinuVHVY81hVGqQbV+cD9hTAvcoEIQciCAiBvlpKrBKYVRwl6FABMv1kQ85BOujhF4Dn4AxUQHPzMW8kghg+dByIJZ6RCrI+O0lHdg+A6eFSNIu/iVPkJOFSMA17KINXUxu2MuVikPBHjJdn65M8n9O0Pka2AakE1CkAoYrdawnQDThPasxVtmmJxkDuFXixiRGIVoN33Defzh7RiejR9O4Ge72VVLsXkkwPUgEzOpuAGbciGKbv21FrU8juk0+cj/OZOm5vpxgFXb5dENQzz67CAjuSqWZTC9PUU0bNE/WqJQcohGLOb1NLHqmC6mt6de9WcATO77+zUddnbu3MkZZ5zBl770Jd71rncBMDIywhe+8AV++9vfEo1Gectb3sJnPvMZotGDO31NYaexHe4e7Pk7RZZlTYwd6OmQnuftdb9XO+9AHMplHahSqcT69esPWw/2/P2ePQHnpeyvLwc65jgO4fDzW9P295i+72Oae3/Z7m9sfz3Y35ht2/uckPHieXv+TtELa3txrQDj4+Ns2rRprx7sbz1d193neXzxOuxv3fd3v2KxSCq195darVbb57N6f8/RgfRlz9lwL77vgdjf8g+kjv2t+/56sL9+FgoFnn322b16sL95+6vjxc/vnq/tF9Z2oK+rA133/Y3t77X1Ygf6njoUXre7sb785S/v9e+enh42bNiw11hrayvXXHPNkSxL5CXtLzgc6Jv6QEPHoQwnRzrowOQOIjwYrxRyXq6OAx178Qf8/h5zf1+6+xvbXw/2N7a/M09fPG9/XzwHOra/9TyQ9drfnP2NvTjoAPv9pXR/z9GB9OVgQs7LLf9A6tjfeu7vuT3QHu9vbH91vPhx91f/gS7/QNd9f2OvFHReavlH6sKBL0d/9VxEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhjblYcf3fa655hpOOeUUli1bxgUXXMCOHTtecv7IyAif+MQnOOmkk1i1ahUf+9jHGBgYOIIVi4iIyOvJlIeda6+9lptvvpkvfvGL3HLLLfi+z/nnn49t2/ud/9GPfpTe3l6+/e1v8+1vf5ve3l4+/OEPH+GqRURE5PViSsOObdvccMMNXHjhhZx22mksXLiQq6++mv7+fu6666595ufzedauXcsFF1zAokWLWLx4MX/zN3/Dk08+SS6XO/IrICIiIq95Uxp21q9fT6lUYvXq1RNjmUyGxYsX8+CDD+4zPxaLkUwm+fGPf0yxWKRYLPJf//VfzJkzh0wmcyRLFxERkdeJ0FQ+eH9/PwDd3d17jXd0dEzc9kKRSIQvf/nLXHLJJZx44okYhkFHRwc33XQTpnnwuS0IAsrl8kHf/6VUKpW9/i9Hnnow9dSDqaceTD314NALggDDMA5o7pSGnT1Nj0Qie41Ho1HGx8f3mR8EAevWrWP58uWcf/75eJ7H1VdfzYc+9CG+973vkUqlDqoOx3FYt27dQd33QGzduvWwLVsOjHow9dSDqaceTD314NB6cX54KVMadmKxGFA/dmfPzwC1Wo14PL7P/J/+9KfcdNNN/OpXv5oINtdddx2nn346P/rRj/irv/qrg6ojHA4zb968g7rvy6lUKmzdupXZs2fvd33k8FMPpp56MPXUg6mnHhx6mzZtOuC5Uxp29uy+GhwcZObMmRPjg4ODLFiwYJ/5Dz30EHPmzNlrC042m2XOnDls27btoOswDINEInHQ938l8Xj8sC5fXpl6MPXUg6mnHkw99eDQOdBdWDDFBygvXLiQVCrFmjVrJsby+TzPPPMMK1as2Gd+V1cX27Zto1arTYyVy2V27tzJ7Nmzj0TJIiIi8jozpWEnEolwzjnncOWVV3LPPfewfv16Pvaxj9HV1cVZZ52F53kMDQ1RrVYBOPvss4H6tXbWr1/P+vXr+fjHP040GuVd73rXFK6JiIiIvFZN+UUFL7zwQt797nfzuc99jve9731YlsX1119POBymr6+Pk08+mTvvvBOon6V18803EwQBf/mXf8l5551HOBzm5ptvJp1OT/GaiIiIyGvRlB6zA2BZFhdffDEXX3zxPrf19PSwYcOGvcbmzp3Lddddd6TKExERkde5Kd+yIyIiInI4KeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaFMednzf55prruGUU05h2bJlXHDBBezYseMl5zuOw1VXXTUx/5xzzmHdunVHsGIRERF5PZnysHPttddy880388UvfpFbbrkF3/c5//zzsW17v/MvvfRSbrvtNv7xH/+RW2+9lZaWFi644AIKhcIRrlxEREReD6Y07Ni2zQ033MCFF17IaaedxsKFC7n66qvp7+/nrrvu2mf+jh07uPXWW/mHf/gHTjnlFObOncvll19OJBLhqaeemoI1EBERkde6KQ0769evp1QqsXr16omxTCbD4sWLefDBB/eZf99995FOpzn11FP3mv/LX/5yr2WIiIiI7BGaygfv7+8HoLu7e6/xjo6OidteaMuWLcyYMYO77rqLb37zmwwMDLB48WI+/elPM3fu3IOuIwgCyuXyQd//pVQqlb3+L0eeejD11IOppx5MPfXg0AuCAMMwDmjulIadPU2PRCJ7jUejUcbHx/eZXywW2bZtG9deey2f/OQnyWQyfOMb3+D9738/d955J62trQdVh+M4h/Ug561btx62ZcuBUQ+mnnow9dSDqaceHFovzg8vZUrDTiwWA+rH7uz5GaBWqxGPx/eZHwqFKBaLXH311RNbcq6++mre9KY3cfvtt3P++ecfVB3hcJh58+Yd1H1fTqVSYevWrcyePXu/6yOHn3ow9dSDqaceTD314NDbtGnTAc+d0rCzZ/fV4OAgM2fOnBgfHBxkwYIF+8zv6uoiFArttcsqFosxY8YMdu7cedB1GIZBIpE46Pu/kng8fliXL69MPZh66sHUUw+mnnpw6BzoLiyY4gOUFy5cSCqVYs2aNRNj+XyeZ555hhUrVuwzf8WKFbiuy5NPPjkxVq1W2bFjB7NmzToiNYuIiMjry5Ru2YlEIpxzzjlceeWVtLS0MH36dK644gq6uro466yz8DyP0dFR0uk0sViME088kTe84Q186lOf4rLLLqOpqYlrrrkGy7J45zvfOZWrIiIiIq9RU35RwQsvvJB3v/vdfO5zn+N973sflmVx/fXXEw6H6evr4+STT+bOO++cmP+v//qvrFy5ko985CO8+93vplgs8p//+Z+0tLRM4VqIiIjIa9WUbtkBsCyLiy++mIsvvnif23p6etiwYcNeY6lUiksvvZRLL730CFUoIiIir2dTvmVHRERE5HBS2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0tEMedjzPO9SLFBERETlokw47Z5xxBuvXr9/vbU888QRveMMbXnVRIiIiIofKAV1n54477sB1XQB27drFL37xi/0GngceeADHcQ5thSIiIiKvwgGFnSeffJLvfOc7QP0Pb339619/ybnnnXfeoalMRERE5BA4oLDziU98gr/4i78gCALOPPNMvva1r7Fo0aK95liWRSqVIpVKHZZCRURERA7GAYWdSCTC9OnTAbjnnntob28nEokc1sJEREREDoVJ/22s6dOnMzo6yvXXX8/999/P0NAQ//7v/87dd9/NwoULOfPMMw9HnSIiIiIHZdJnY+3YsYM/+qM/4gc/+AGdnZ2MjIzgeR5btmzhwgsv5N577z0MZYqIiIgcnElv2fmnf/onWltbufHGG0kkEhxzzDEAXHXVVdRqNa677jpOO+20Q12niIiIyEGZ9JadBx54gA996ENkMhkMw9jrtve85z1s3LjxkBUnIiIi8mod1BWUQ6H9bxCybXufACQiIiIylSYddk488UT+7d/+jXK5PDFmGAa+7/O9732P448//pAWKCIiIvJqTPqYnU984hO8733v46yzzmLVqlUYhsH111/P5s2b2bZtGzfffPPhqFNERETkoEx6y878+fP50Y9+xKpVq1izZg2WZXH//fczc+ZMbrnlln0uNigiIiIylSa9ZQdgzpw5XHXVVYe6FhEREZFDbtJh58EHH3zJ2wzDIJlMMmPGDP3ZCBEREXlNmHTYOffccyfOuAqCYGL8hWdhmabJ2WefzWWXXYZlWYegTBEREZGDM+mw841vfIOPfvSjnH322bz97W+ntbWV0dFRfv7zn3PLLbdw8cUXY1kWX/3qV+np6eGDH/zg4ahbRERE5IBMOux861vf4v3vfz+f+tSnJsaOOuooTjzxRBKJBL/4xS+48cYbAfjP//xPhR0RERGZUpM+G+vpp5/mlFNO2e9tq1at4vHHHwdgwYIF9PX1vbrqRERERF6lSYed9vZ21qxZs9/b1qxZQ1tbGwBjY2NkMplXV52IiIjIqzTp3Vjve9/7uOqqq6hUKvzhH/4hra2tDA8Pc/fdd3PTTTfxd3/3d/T39/ONb3yDVatWHY6aRURERA7YpMPOX//1X1OpVPj3f//3iWNzgiAgnU7zd3/3d3zgAx/gxz/+MbZt8/GPf/yQFywiIiIyGZMOO5s3b+YjH/kIf/3Xf81jjz3G6OgonZ2dLFq0iGQyCcA73vEOzj777ENdq4iIiMikTTrsvP/97+czn/kMZ599NqtXr97vHF1bR0RERF4rJn2Acjgcprm5+XDUIiIiInLITXrLzv/9v/+Xr3zlKxQKBRYuXEgikdhnzrRp0w5JcSIiIiKv1qTDzqWXXorneVx88cUvOWfdunWvqigRERGRQ2XSYefyyy8/HHWIiIiIHBaTDjt//Md/fDjqEBERETksJh12AAYGBnj44YexbXtizPd9KpUKDz30EFdfffUhK1BERETk1Zh02PnZz37GRRddhOu6GIYB1C8quOfno4466tBWKCIiIvIqTPrU8+uuu44lS5Zw22238a53vYt3vvOd/M///A8XX3wxlmXx93//94ejThEREZGDMuktO1u2bOGqq65i8eLFrFq1ihtuuIG5c+cyd+5choeHue6663jjG994OGoVERERmbRJb9kxTZNsNgvArFmzeO655/B9H4BTTz2VTZs2HdoKRURERF6FSYedo446ikceeWTiZ9u2Wb9+PQD5fH6vg5ZFREREptoBhZ2/+Iu/YPPmzQC8973v5atf/SpXX3016XSak046ic985jPceOONXHXVVSxZsuSwFiwiIiIyGQcUdtauXUupVALgT//0T/nsZz87sQXni1/8IrVajX/4h3/AdV0++9nPHr5qRURERCbpoK6z8+d//ucTP8+YMYOf/vSnjI2N0dLScsgKExERETkUJn3Mzv4YhqGgIyIiIq9JB7xl58Mf/jCRSOQV5xmGwd133/2qihIRERE5VA447CxevFhbb0REROR1Z1Jbdo499tjDWYuIiIjIIXdIjtkRERERea1S2BEREZGGdkBh54//+I9pbm4+3LWIiIiIHHIHdMzOl770pcNdh4iIiMhhod1YIiIi0tAUdkRERKShKeyIiIhIQ5vysOP7Ptdccw2nnHIKy5Yt44ILLmDHjh0HdN+f/OQnLFiwgJ07dx7mKkVEROT1asrDzrXXXsvNN9/MF7/4RW655RZ83+f888+f+KvqL2XXrl1cdtllR6hKEREReb2a0rBj2zY33HADF154IaeddhoLFy7k6quvpr+/n7vuuusl7+f7PhdffDFLliw5gtWKiIjI69GUhp3169dTKpVYvXr1xFgmk2Hx4sU8+OCDL3m/6667Dsdx+MAHPnAkyhQREZHXsQP+21iHQ39/PwDd3d17jXd0dEzc9mJPPPEEN9xwAz/60Y8YGBg4JHUEQUC5XD4ky3qhSqWy1//lyFMPpp56MPXUg6mnHhx6QRBgGMYBzZ3SsLOn6ZFIZK/xaDTK+Pj4PvPL5TIXXXQRF110EbNnzz5kYcdxHNatW3dIlrU/W7duPWzLlgOjHkw99WDqqQdTTz04tF6cH17KlIadWCwG1I/d2fMzQK1WIx6P7zP/8ssvZ86cObz3ve89pHWEw2HmzZt3SJcJ9TC3detWZs+evd/1kcNPPZh66sHUUw+mnnpw6G3atOmA505p2Nmz+2pwcJCZM2dOjA8ODrJgwYJ95t96661EIhGWL18OgOd5ALz97W/nb//2b/nbv/3bg6rDMAwSicRB3fdAxOPxw7p8eWXqwdRTD6aeejD11IND50B3YcEUh52FCxeSSqVYs2bNRNjJ5/M888wznHPOOfvMf/EZWo8//jgXX3wx3/zmN5k/f/4RqVlEREReX6Y07EQiEc455xyuvPJKWlpamD59OldccQVdXV2cddZZeJ7H6Ogo6XSaWCzGrFmz9rr/noOYp02bRlNT0xSsgYiIiLzWTflFBS+88ELe/e5387nPfY73ve99WJbF9ddfTzgcpq+vj5NPPpk777xzqssUERGR16kp3bIDYFkWF198MRdffPE+t/X09LBhw4aXvO+qVate9nYRERGRKd+yIyIiInI4KeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHREREGprCjoiIiDQ0hR0RERFpaK+JsOP7Ptdccw2nnHIKy5Yt44ILLmDHjh0vOX/jxo38zd/8DatWrWL16tVceOGF9Pb2HsGKRURE5PXiNRF2rr32Wm6++Wa++MUvcsstt+D7Pueffz62be8zd2xsjPPOO49YLMaNN97It771LUZHRzn//POp1WpTUL2IiIi8lk152LFtmxtuuIELL7yQ0047jYULF3L11VfT39/PXXfdtc/8u+++m3K5zFe+8hXmz5/PMcccwxVXXMHmzZt55JFHpmANRERE5LVsysPO+vXrKZVKrF69emIsk8mwePFiHnzwwX3mr169mmuvvZZYLDYxZpr11cjn84e/YBEREXldCU11Af39/QB0d3fvNd7R0TFx2wv19PTQ09Oz19g3v/lNYrEYK1asOKgagiCgXC4f1H1fTqVS2ev/cuSpB1NPPZh66sHUUw8OvSAIMAzjgOZOedjZ0/hIJLLXeDQaZXx8/BXvf+ONN3LTTTfxuc99jpaWloOqwXEc1q1bd1D3PRBbt249bMuWA6MeTD31YOqpB1NPPTi0XpwdXsqUh509u6Ns295r11StViMej7/k/YIg4Ktf/Srf+MY3+OAHP8i555570DWEw2HmzZt30Pd/KZVKha1btzJ79uyXXRc5fNSDqaceTD31YOqpB4fepk2bDnjulIedPbuvBgcHmTlz5sT44OAgCxYs2O99HMfhM5/5DHfccQef+cxn+Ku/+qtXVYNhGCQSiVe1jJcTj8cP6/LllakHU089mHrqwdRTDw6dA92FBa+BA5QXLlxIKpVizZo1E2P5fJ5nnnnmJY/B+eQnP8nPfvYzrrrqqlcddERERKSxTfmWnUgkwjnnnMOVV15JS0sL06dP54orrqCrq4uzzjoLz/MYHR0lnU4Ti8W47bbbuPPOO/nkJz/JypUrGRoamljWnjkiIiIie0z5lh2ACy+8kHe/+9187nOf433vex+WZXH99dcTDofp6+vj5JNP5s477wTgjjvuAOArX/kKJ5988l7/7ZkjIiIisseUb9kBsCyLiy++mIsvvnif23p6etiwYcPEv2+44YYjWZqIiIi8zr0mtuyIiIiIHC4KOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1h5zCxXZ+hsTKlqjsx5tg246Nj2NXqK9zXpmSX8XxvYqxacylVHIIgAMD3fYrFUUrFMXzff8ll+a6NkxvErRafr8P1KZZtHPf5+xWrVfrHc9iOMzH2u6d/y0/u+yFDYwMABEFAuersVUcQBJTtChWnOjFmOzZ9g33k8rnn18lx6B/PUXzBupcrJfoGdlGulCbG8sU8vf291Gov/Rx5nsfQ0BiDg6N4njcxlh/eQTHXPzGvVqvSt2sL5fL48+vu1MjnB7Fr5YmxwHXwKkUC7/le+U4Nr1oi2N0D27bZsek5nnt6HbZtA1CpVFjzyP2sfXwNlUqlvk7VMs9seIot2597Qb0+xYqD7Tzfz2Kuj+3r76eY65sY2967nQefeoix3MjE2G8ffoQ7fvUbhnO5iefbr1Xwa+V9elB9QQ8qlTKbtjzNwOCO59fTc+vr6T7fY9dzKdol3Be81kREGk1oqgtoNNv68vzgnmd55rkRbNfDcz3af/MruiIVapUqXgAGMLsjxhtPWsSi45YA9S+sDcObeaj3CXbm61/YYSNEOuimMtjGeM4AIBYNSCY2UPKepeLXv2AzoRjLpx3HSce/g1g0CUC17zly999GbdcGgt2BIEi2sTV9LPeV5uIbBgYG4VSJwXyOkZxN/XvSJxx9FpoGccL1+9265W7Co+2k/WNoTs8GIBGzSLWVqSa3UA3qwSHiW4z0jzFQLOJRD1JRJ4PldFOqRdmTyTJNRZLhHWCMEhBAYIDfRKHQRqGQAsAy4Oguiz89/Q0smDsfgFKxzI0//F8e2pyn7NSfj0SkxozOTVipPhyjXm8kCJNzkgwHBoFRf25vf+anHBN2mWdXMHcHglC6hY5UGwnbhiAA08JKNYHn4ZVyAHgYbN3aR6g2Tsyoh4QHsVibTtGXMHCs+rK+v8bA90MYpkuw+1eIiBMm5k4nlDiZYPfvFTMqDzKnvJZmv4IRwJgBj0YzPBxpYSyy+44+ZMpRKsM9VGpZAG75nx3Mi/Rx+owCC1qi9X7GEuzMZnkw7JL367UFJY/B7YOMBzaeUa9tuu1zWshkaUsLRuCDYTDY0sYzqTjbnDwBYBkm81uPYmXPMrrTHQf+ghcReR2Y8rDj+z5f+9rX+OEPf0ihUGDFihVccsklzJgxY7/zx8bGuPzyy/nNb36DYRi87W1v45Of/CTxePwIV76vRzcM8q8/eIxytUZ+bBS7ViUcsnCqaXp9H7dSIOxXCYVMxktJtgw+ymk7Bjjzbafzi82/4ZG+p8mPFxgZHcV1PGqeSSjaR+Cb+DunE1QtjGnPYVRq2JUiRi2PaQRkkzFy9u94ZmAdf3nmR2Hnswzf9e9UqzUGx4qUaw6WYZBOFGiP97LU7eRH5eU4SRvbD+FUbGrFCr7rkp49RihexSmEsGtF8HysyrFYQZb+8jBGeYhsqgXbcomkwgSWT7RpO25QpmTUCMXDOL5HZdjGcJuw7FbwHex8Cd91iLSWKDflCKoufrlE2KniROKYiQhGfBelgSzOSIxwNES1FmfjLb/h/5w5xNKjj+H/XXM3o2WfQrFIpVLBiti0LB7gWcvFHg2w7CKeaeJlE4QTJZyKR2XQJhrxiacNnsJioFhm7mCJ1qhFNjHGmLuJ7W4YK5Ig7Ns0R+tBa8wNU7IDjPIobQmLIAjoy9sUgCePaqUSsxkvOeQqLr4BRiZKJBXBt32c4RJmYJBOREnFtxAa76N/4HhWmk+yPLGDmuMyUKzieB6buprZngrhOWOURgMqLsRiUaoxg6B7G8VnW3HzUdriMEiK/9ocYcXWR5mWNnHCLuFkmOkYPBNLkbNN7FAIP/CoFop4NZs5hs9JpoPtBzy47Tmakk1sz4Z51unD7g0Ys01cM0wsFqVULrNh5DnePv8MFnccPdVvJxGRQ2bKw861117LzTffzJe//GW6urq44oorOP/88/nv//5vIpHIPvMvvPBCKpUK//Ef/0E+n+ezn/0s5XKZf/qnf5qC6p9XLNtce+vjjOfzDPXtxHMd3NIYLdOPplAoUi2PE7g2bmGARCLFaKFKZ1OCex+FUvZO1gdb2bp1B0PDo1D2KeUcgrSBbwYk0s1Y2Tw+LvhQ7hsl8F1qQ1Ui2Ix3xBnMlfBm+vzP3V9n1Y4djOUKPNefo+J4bBuzaY5btCWqZBIRZjW7HB1EeKg2n/JYjmq+ilsrkugcw4tblIYLeE6Nas4mZM8inkiQHy0QuD52ZYTxkT6seCsAyfYk5kgbOfcBIs0RjJBBvCWOY9uYuVk4XpVqroLvu3gM0jY/oJSrhzWv6lEbLRNrA7NQIxJPY7VXGX7OJ2J2Uhqv0tqV5j/uWUfLL/sYLvoMDPbjOg6V8QG6T6pQ8QzKg2MEvk+1v4KRMojaLmbYJN4cx7HLkKuysxIhFbGopEKUPZ+3etA/VCVX8Sg5ATkvTHcsoNcM6EhHiITDPLUlR0fSZCQPXZkoESPgN9kkTuDT21/A8wJqAyXKYYu442GMV0m0xLG9gGpfgWJrjGS0SleLx9GxX3OykWcsX2M4XyFf89gQi1JMRciNFslXPbyiQykfYLcnMUJFosksoZ4SpfsNRu0OxgsWXdko9/gLmDf8v8xKQmAEpNqTHOuW+FnbdLxaleLoKJ7jYg2UeFNXmJrnUc1VqXiwJlcj39pBYaDIWNnBqAUYThSzOcpA/xBz5szkf7iHjlQrbYmWKX1PiYgcKlMadmzb5oYbbuCiiy7itNNOA+Dqq6/mlFNO4a677uLtb3/7XvMfffRR1q5dy5133sncuXMBuOyyyzj//PP5+Mc/Tmdn55FehQl33LeFStVlZKCPyvgQfU/ezfQ5i3ALGSoOFMYG6Nv0KIHvEvIK9MxZAhxHJhXj3ue2EMmaDA2P4j3r4PV67Ogdp+rWaD8pDV0OmWwCM+tQHK1Qqxhs+cUgTj7AcIqkWwzmvm0m2/pzrIrlcWo+W/pzbByq8q0Hc4yVXRzX48x5Cd67vJVEpIxppXHKJar5Cv0bH2b4uac48QOLKeVMfM9k+69GKOx0OeqE5dTIYYQCerf8isAfIxyAEW6ifeapGK5BKBSmf2MF29jFrFN7sAs1IvEmigPjBK5FpdzLwI41zFjdRWkoQmBajGyoMPj4OKZl4ntjdB3fRPM8G8P3qDmjrP/VXcxb/YdgzCASayNf8xgfHcWuFNn4u/8i21qj2z+a0ihUi7D55wMEvocZs4m2WMw6uQcnXyNiwujPNxPuSmGfNJ2+vMPRzQme3ZojhMfabQUe6q8QtSwsI8Sb5sSouUmicZOhfJXbHhnjHUtbKVQ9iokIQ50hhgcrUHUZ+8VmvKLDUNjCaIkx57TZBGWXiGXyxH9tIdMeY+Hb5zCWL3FS1qc6VGEoX+N/nytww5ohTvg/ywgP25i+Q+WRXkrPDDMemUY5GGf6yU0ku6sEnovJMKMP5kkvPovNTiuhcISHtyUw/e38n0UZTLdMZ1OSVqfKc/kchb4i6//rSf5oXpZCLYsVNnlq3OHWTQWmnzyDtoJPrWzjrBvC2FQikkgTbpuONT/EVmMHmUyKh3Y9wVuOPm3K3k8iIofSlIad9evXUyqVWL169cRYJpNh8eLFPPjgg/uEnYceeoj29vaJoAOwcuVKDMPg4Ycf5q1vfetB1REEAeVy+ZUnvoyH1/VTLObxPJehZx/AcyokW2fgej6+57LjmQcwTQvTsvADk53PPUW6Yw5DFZOEW8HvL+KPuri7HIoVB8/3qRZr9N1fInn2NBzfJpwM4boevQ8OUBkJsEIhMMPkh0oMPz6CtTJEp28wPF7D8wNufnyckuPXa/ADfrY+z+pZSaxInFwyi1+sUivl6H3mUWYe24IVs6hVXEY3jzC2pUxT5xxMK4TneAxueoJKZZBINIRvGtilHKNbn6Bjzkn4BMRS08ht20nvQ310L+sgHIsTaa5R7ouyc/39WDGP9LQkXs2llq/Qu2YAKxLFsEx8x2XH/f2kpnURjoZonptl011b2Pbob1hy5vspFgJCoYBatcLQlicojQ1w9Oo5+EGA5/ts/+0u7GKISJOPH/iU+qv0PzZAx5I2wtEw4a4kpU2jFNuTZGdmiWajFCMGxUGbX23KkYiGgICy5/PfT1f525MTUKkwty3GT5/2+NEjQ5y3upt8S5xYyMT2fPp/t4tYrkYoYpEEhkeq9D7Yy/QTuwmHTLoXtvLs/bvomD9CeFErnQmTvONTsT2+/btBYi0Joi0xbNumOFDCfnIQM1zfFevaLtvu3cnCP51OyDIIz8pSeGyAnU/fT9uyt2GYPvFsD9u2b+TuDQX+eGGGeNigxy6x2ffYfPdGnIrDcdOSYIBd8/j+48N48TCJrgSVSoVqwaH06CCJSBjLLGM4Nt4Gj0irweDgCOuiGzl1+spX9Z7YY8/B23v+L0eeejD11INDLwgCDMM4oLlTGnb6++sH4nZ3d+813tHRMXHbCw0MDOwzNxKJ0NTURF9f3z7zD5TjOKxbt+6g7w+Qy5dwajUIAkq7zwiywlFsH+xKAbtS3y0B4PkBvu9SLYzgkCQIAkrlCpXhCtVihVK1fmCz53s4IyU8x8PzfUJGQBAEFHrzBKQJ/IDAD/Bdl/xAiY4gwPQCKo5H1fXpHa8B4PsBQeATBAHbRqp0d9TbHngB5fEhgsAnHLfqY0Chr0DggRWOTLyQCkMDGKn6iwvDIAh8SqODBLMD/MDHtOq7HPM783Qt68DAwAgHONUStWKBVCqFYdaXVR4u4dZsrBfspnSrVSojFULT0pgRi4CASj6H59Tw/fqxXUEQUBrrJwgCQrHQ7gOqYbx3nFCoFWP3wcgBkN9VoGNJGwBG2ML2Air9RZpm1nvgWgY7czWqrk8iEkAQ4LkeuWrAUNFheiZMLGwSELB5uEpAgGvV/w0w2ltg2u7a95zSmN9VYPqJ3RBAOFY/ziffX6RzQQtmAK5fP+6n5npkkuH6nYKA0kAJz/GJ7TlAOQio5MrYJYdQJoIZrfcrN9JPG7vf4FaEIPDZNlwhCNL4QUB09xlV+V05QlGLVLTe05GyQ6HkkEpHwag/l5XhClU7IGp5uJ5LrVAAM0Qqb1IoFBjKDb/q98SLbd269ZAuTyZPPZh66sGhtb/DXfZnSsPOnoT74mKj0Sjj4+P7nb+/FYtGo9RqtYOuIxwOM2/evIO+P0DL/SVGxopgGKTaZlDN9eHZVcxwgkg8QyzVxJ5vZ8s0MK0w8WwHESKYhkEqlcTv9AntsjBCDoVaGcuyiHelscIWlmVh+GAYBk2zmhhZ72GYBkYAZihE8/Q0pmngWQaxSIhYyGROa5Qd4x6m6xJgYgQB8zriJK36mTtGyCTV3IVhWNSK9dOuDQOyM5sY31TEs2sTpzJnu3vIF0Ynwo9hmKTauzEME9Mw8b36qeLNc5oxgACfwDaIxJIksk34ro3v1ZeV7EwRir9gS5oBkVSCRHsCA/CqHgYGieZWrHCUUAhMy8IwTdJtM8gNbMUpO+wJ9M2zWyjshMCn/pwAzbObwKiHt6DmEg0ZxGZmJsJK2A04qjVGKmKCaYBhYIVM2pMBnekwpmlSth0MDBZ1JzAwiLg+9aVDx6wsPDcGwJ6TtpvnNGHsfg7tsothGDTPyGJYJq4BYdOkpylKIhqimq/tfh4NMtPTVB+36mdK7W5Csi1NJFUPRF6l3pvWzvpB+4ZpELg1DMPk6K445u4eVE0LcGiZ00a+d4x81aM1HqItGaYlG6Xq+AQ+WKZFsjNBEDUJWSFCoRCxdAYjYhLJRshkM3Q2d7Bo0aJX8Y54XqVSYevWrcyePfs1cSLB7yP1YOqpB4fepk2bDnjulIadWCwG1I/d2fMzQK1W2++LIRaLTVzj5IVqtRqJROKg6zAM41XdH2D1sdPYNVQiFArTMX81/U/9ksLQVppmLMUJLGYueSO9Gx/Gc6pELJOeo48nFE3SmWgiGqkRakpTLJYJz4mQ3m4ylKuRbInTviqNaYUIG2GCqk04HKbrxGnYhREqgw6G79AyK0nL0hZaUjH6oibHmlH6xyr8+XHNXP/QGLtcn5AfcPbSFqZlo3QkDFrMMax0C+FympnLV9O/7mFmlB1C0TDNs1upLrUYWd9Lu3sMZsig86hjYPs4dq0XM4B0UxetPccRiYSwTItKfhfZGRm6j+8k8ALscpnaWBdWJETPolMZ2PYA+R0F0p1xIqk4s07ppP/hHEHgEY6HmLaijVA8iuF7jG4cIZpKM/uE0zAtg1QKnBrE4wnaZi+lONpL77pBWo9pxwqFmfnGGWy9Z5BaycaKmzTPaaLj2A5wfZyaizNYIrW0g/jMDI4HlZEKKTegKRPhLYtauX9nGQyTpliY0+fEiFoGsUSCJ3b205aK8PYlLcTCJpnhEuV0jFjYouek6eTKDvZQmZIF2Z40Xcd3ETINAh92rhvmqBPayR7VRDoeod/wmBcxyYdMPnRyJ998YIjKQJlYe4ym9jjVldMoPNoPBERTYaaf3IEVsvBcG2fLGKFEM9MWvgE/ZGKaJuO5bRzdGueMo9OEo2GwPbZlU5g1l6POnMf6/36Gh3YU+MP5zYSjIf78uFZ+uKlEaVeR7rkdmIFP+KRuWF/AiiYJxcJYC0KEwhadHW0s7V74qt8TLxaPxw/5MmVy1IOppx4cOge6CwumOOzs2SU1ODjIzJkzJ8YHBwdZsGDBPvO7urq4++679xqzbZtcLkdHx9ReG+SsVbP5+e+20dY1nUHfZ+aKs3GrBUKZLpK+jxmKsGDl/4dfHiEWT2BaYaa3pckkYrxpwWoerq1nWncnvQxgTreYWWjGj9W3Q8TTzQR+FG88INHsQGGMeW/pxC3YRIxmwukwyWiYmZ1NBE0zCW3ZzNxpLfjBCP/vjA76Cw7ZmEU8ZNCSipFMxCkXq4TicRLNPu0soXX60ZDPkTzap1ouMP0ki67lTRiVMWLhOVTHqkyb+yY8t0zEDGGEE2BBojWJaY0zozuLmWjBCpvEmuOUB2wy0zMErkloLMScpWfj2SOk2m08p4Y1L0/zUSmc8QrhbBxMg2gyi2lFqKRms+TMNkzLpK0rQzIW0JUOs8lrwXUc5pz4VpxqAYw8yWYfMzTGwrOn4+QqkDCx4iGsqEW8OUapt0zrOxdihk2y8RBNiRDTnxtjYUeMYs0jEjY5dkaaoh+hJexjEtCZjhAOGwx3JFkxM4VpQFcmguMFbKu5tLXH6RuvEX7rPNx8jWzIJJSKYEas+tlYw1VWnrOAUDxEJh6hOZNk3XaDxRGfzmaT5QZc88cJNgVVBtsy5CsGo8d0klrQTqYAoeYYGAbRZBP4IQqxRTQf30TIrJ8VlgiKLFnq0hxtAcsg2Zpgmx9iPBwj1dIKBCz/i+WMjVVJthiEXI8FY1X+viVOvwn9aSiEowzPb8WY14rhRjHSYayQydy5c4hH4pwwbemUvp9ERA6lKQ07CxcuJJVKsWbNmomwk8/neeaZZzjnnHP2mb9ixQquvPJKtm3bxqxZswBYu3YtACeccMKRK3w/ErEQn3j/8XzlpoeJROaSH89hVzOYeKRSSTKpBFRzWNkQkZBFe1OSeCTM20+dx0krTyK5PcNvWEtrazMjI6M4roftmQRWDLwwxs4eAj9EYG4i2x3DrZUwM+OYBDSl4jSn48xKdfC2Mz6IN7AFfvI1jo2GGcoVaU07WKZJOhElGg7xlD+H3uixZGJlwqEs8UwSu1jBdzOYxRzZjjCuY+PURgn8AaxKC7FkG17VJVTN1q+zE7Kx4hZmqEy0dZx2fyZ5v4wZs3DK9RBhtm7DrC4ilk7iFGx8L0EwXCY5c5RkNoFRHiOUMnDCMUg0Q2BR2tJEpilKJBIi0xQnHoWP/NEKjp49n0v+5aeYZhelcplKJYXT104600e6M4pXLRBKBPimiZ1NYkVDOBWPSCRJJBlnWhqiYYMZw2VmRcPkQyZd6RgtPpSIY4USRAKbbKi++2nci7J4QRt+foi2uIHnB/TnbU4er/Jkc5x0V4rxistYPEyAgZGNEkqG8aseEdPAakuRScSIRcOYYyn6OIF77Gf4g9RGkvEI46UKra7H1nyNZzsyZNMBvYWAIBUQj0YxY1kC16S4sZ1oJkJrHNoSJkmjwknRLXSmp2FbDmbcYtgK8Ww8TVMtoORHiXR1UyuVcOM2vzI83mrYJFMJjJLL/FQL/Z7FE51puvyAcS+Ca4SIxqK0tbaQiMZ51+K3kI1lpvT9JCJyKE1p2IlEIpxzzjlceeWVtLS0MH36dK644gq6uro466yz8DyP0dFR0uk0sViM4447juOPP56PfexjXHrppZTLZS655BLOPvvsKT3tfI95M5r50ofeyO33buLh9TEKJRvfd5nVHmdGvMx4zqVUSxINwfwZGd74xuPomVMPbW+YeSIzm6bz0K4neC61HcdzyETTtFkzKA420YeN7we0ZheQTW5lvPokI7V6+zrjTZwwawXHHXMGlhWGmUuYdu5l5H73YyLPPY5fK4MZwmjpYVvTCnbmO5hTcYlFLZpaAnaND7Cjv4TrBsRi3ZiVdQTpcarZGD4Q8rYSy43Tkz4NaMX3A9qb4zR3VClGtzJcnYEBtEayDO8aZVttmHJbDROTZsaJmj2MFNNUqh6hkEFnrIekuZ1y2MUx4oQJETebGC82M5SO4CUN4hGfpTOTvPuM0+nu6ALgy5/8I26/4wH+98lBRssJAqCl0MZRya0YTSVypDCBJiNG3k6x0/eotvqYPjQR5tioSXfrOGaqih8OU26dwbR0B92FMQKnhhlLEW7uwncdkqO9BJ6DEV/Kxi0D+Lk+WpvKGEBm1OQhJ4GXCIi21I/YCTkWfi6CYdl4LWGMAKJ2nKw/j/D0E2lq8SEyl2fYRMfwz2mNBoQIaMclWXB4KNJKMmMSNwMs1yBbNqmN9BCJZPFbDGKGTXusn3csitAdPhoIsLId9DW3sMmo0lMZwzRMUkGM3o3bGYiZVJM+TmDwkAt/kM2wKJPBrxY5KhzluM4ZrEvF2FQapOrWSIYTLO44muOnLaVJQUdEGowR7DkCdYp4nsc///M/c9ttt1GtVieuoNzT08POnTs544wz+NKXvsS73vUuAEZGRvjCF77Ab3/7W6LRKG95y1v4zGc+QzQaPajHf/LJJwFYuvTQb7YvFots2LCBRYsWTeyj9X0f03zlP0m2v1PqXjy2529ivdLy9veY+1v+/uYVi0VSqdRe94O995Xub8zzPCzLesXl72/e/sZebM/fxHrhvP3dL5/Ps3HjxlfswYE831DfbfrCg+T3HGT/wmPMXjznQJcF9ePPXvxaLpVKJJPJvZYF+/bgxct3HIdwOHxQ63kolctl1q1bt1cP5MhSD6aeenDoTeb7e8qvoGxZFhdffDEXX3zxPrf19PSwYcOGvcZaW1u55pprjlR5r8r+QsiBBB3Y/4FXLx470GXtb97+lr+/eS8MOgdaF7DfsLK/5e9v3isFncncLxTa9yV+oM/H/sZeHE72dyD9/s4YPJBlAfsN7S8MOpOp9cVBZzL3FRFpJPqr5yIiItLQFHZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWhTfgXlqfbII48QBMF+L/D2agVBMHEVW124bWqoB1NPPZh66sHUUw8OPdu2MQyD448//hXnTvkVlKfa4XzRGYZxWEKUHDj1YOqpB1NPPZh66sGhZxjGAX+H/95v2REREZHGpmN2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYUdEREQamsKOiIiINDSFHREREWloCjsiIiLS0BR2REREpKEp7IiIiEhDU9gRERGRhqawIyIiIg1NYedV8H2fa665hlNOOYVly5ZxwQUXsGPHjpecPzY2xic+8QlWrFjBypUr+cIXvkClUjmCFTeeyfZg48aN/M3f/A2rVq1i9erVXHjhhfT29h7BihvPZHvwQj/5yU9YsGABO3fuPMxVNrbJ9sBxHK666qqJ+eeccw7r1q07ghU3nsn2YGRkhE984hOcdNJJrFq1io997GMMDAwcwYp/vyjsvArXXnstN998M1/84he55ZZb8H2f888/H9u29zv/wgsvZNu2bfzHf/wHX/3qV/n1r3/NpZdeemSLbjCT6cHY2BjnnXcesViMG2+8kW9961uMjo5y/vnnU6vVpqD6xjDZ98Eeu3bt4rLLLjtCVTa2yfbg0ksv5bbbbuMf//EfufXWW2lpaeGCCy6gUCgc4cobx2R78NGPfpTe3l6+/e1v8+1vf5ve3l4+/OEPH+Gqf48EclBqtVqwfPny4Lvf/e7E2Pj4eHDssccG//3f/73P/EceeSSYP39+sGnTpomx3/72t8GCBQuC/v7+I1Jzo5lsD37wgx8Ey5cvDyqVysRYb29vMH/+/OD+++8/IjU3msn2YA/P84L3ve99wV/8xV8E8+fPD3bs2HEkym1Ik+3B9u3bgwULFgS/+tWv9pp/+umn631wkCbbg/Hx8WD+/PnBPffcMzF29913B/Pnzw/GxsaORMm/d7Rl5yCtX7+eUqnE6tWrJ8YymQyLFy/mwQcf3Gf+Qw89RHt7O3Pnzp0YW7lyJYZh8PDDDx+RmhvNZHuwevVqrr32WmKx2MSYadbfAvl8/vAX3IAm24M9rrvuOhzH4QMf+MCRKLOhTbYH9913H+l0mlNPPXWv+b/85S/3WoYcuMn2IBaLkUwm+fGPf0yxWKRYLPJf//VfzJkzh0wmcyRL/70RmuoCXq/6+/sB6O7u3mu8o6Nj4rYXGhgY2GduJBKhqamJvr6+w1doA5tsD3p6eujp6dlr7Jvf/CaxWIwVK1YcvkIb2GR7APDEE09www038KMf/UjHKBwCk+3Bli1bmDFjBnfddRff/OY3GRgYYPHixXz605/e65cxOXCT7UEkEuHLX/4yl1xyCSeeeCKGYdDR0cFNN9008QuYHFp6Vg/SngOLI5HIXuPRaHS/x39UKpV95r7cfHllk+3Bi914443cdNNNXHTRRbS0tByWGhvdZHtQLpe56KKLuOiii5g9e/aRKLHhTbYHxWKRbdu2ce211/Lxj3+cb3zjG4RCId7//vczMjJyRGpuNJPtQRAErFu3juXLl/Pd736X73znO0ybNo0PfehDFIvFI1Lz7xuFnYO0Z1fIiw8+q9VqxOPx/c7f34FqtVqNRCJxeIpscJPtwR5BEPAv//IvXH755Xzwgx/k3HPPPax1NrLJ9uDyyy9nzpw5vPe97z0i9f0+mGwPQqEQxWKRq6++mpNPPpljjz2Wq6++GoDbb7/98BfcgCbbg5/+9KfcdNNNXHHFFZxwwgmsXLmS6667jl27dvGjH/3oiNT8+0Zh5yDt2Vw5ODi41/jg4CCdnZ37zO/q6tpnrm3b5HI5Ojo6Dl+hDWyyPYD6KbcXX3wx1113HZ/5zGf46Ec/erjLbGiT7cGtt97K/fffz/Lly1m+fDkXXHABAG9/+9u57rrrDn/BDehgPotCodBeu6xisRgzZszQJQAO0mR78NBDDzFnzhxSqdTEWDabZc6cOWzbtu3wFvt7SmHnIC1cuJBUKsWaNWsmxvL5PM8888x+j/9YsWIF/f39e72Q165dC8AJJ5xw+AtuQJPtAcAnP/lJfvazn3HVVVfxV3/1V0eo0sY12R7cdddd3HHHHfz4xz/mxz/+MZdffjlQP3ZKW3sOzsF8Frmuy5NPPjkxVq1W2bFjB7NmzToiNTeayfagq6uLbdu27bWLq1wus3PnTu3ePUx0gPJBikQinHPOOVx55ZW0tLQwffp0rrjiCrq6ujjrrLPwPI/R0VHS6TSxWIzjjjuO448/no997GNceumllMtlLrnkEs4+++yX3AohL2+yPbjtttu48847+eQnP8nKlSsZGhqaWNaeOTI5k+3Bi79M9xy8OW3aNJqamqZgDV7/JtuDE088kTe84Q186lOf4rLLLqOpqYlrrrkGy7J45zvfOdWr87o02R6cffbZXH/99Xz0ox/l//7f/wvAv/zLvxCNRnnXu941xWvToKb63PfXM9d1g6985SvBSSedFCxbtiy44IILJq4XsmPHjmD+/PnBrbfeOjF/eHg4+Lu/+7tg2bJlwapVq4LPf/7zQbVanaryG8JkenDeeecF8+fP3+9/L+yTTM5k3wcv9Lvf/U7X2TkEJtuDQqEQfP7znw9WrVoVHHfcccF5550XbNy4carKbwiT7cGmTZuCD3zgA8HKlSuDk046KfjIRz6i98FhZARBEEx14BIRERE5XHTMjoiIiDQ0hR0RERFpaAo7IiIi0tAUdkRERKShKeyIiIhIQ1PYERERkYamsCMiIiINTWFHRBqSLiEmInso7IjIlOnv7+fP//zPWbp0KatXr6ZSqRyS5T788MP8zd/8zSFZloi8/ulvY4nIlPnOd77DY489xhVXXEFnZyfxePyQLPeHP/whmzdvPiTLEpHXP4UdEZkyuVyOjo4O3vrWt051KSLSwLQbS0SmxJvf/GZuu+02ent7WbBgAf/6r/9KLpfjkksu4Q1veANLly7lz/7sz3jggQf2ut/o6Chf+MIXOP300znmmGNYuXIlH/7wh9m5cycAn/70p7n99tvZtWsXCxYs4LbbbmPNmjUsWLCANWvW7LWsc889l3PPPXevmv7xH/+Rv/zLv+TYY4/ls5/9LMAB1SUir10KOyIyJb72ta/xpje9ifb2dr7//e/zp3/6p/zlX/4l99xzDx/72Mf42te+RldXF+eff/5EsAiCgA984APcd999XHTRRVx//fV85CMf4YEHHuDzn/88AB/60If2Wu5pp502qbq++93vsnTpUq699lre/e53U6vVXrEuEXlt024sEZkSixcvpqWlhUgkwrJly/jBD37A+vXr+cEPfsBxxx0HwKmnnsq5557LlVdeya233srg4CDxeJxPfepTnHjiiQCsWrWK7du38/3vfx+AmTNn7rXcyZo2bRoXXXTRxL8PpC4ReW3Tlh0ReU144IEHaG9vZ8mSJbiui+u6eJ7H6aefzlNPPcX4+DidnZ3853/+JyeccAI7d+7kvvvu48Ybb+SRRx7Btu1DUseiRYsmXZeIvLZpy46IvCbkcjmGhoZYsmTJfm8fGhoim83yk5/8hH/+53+mr6+PpqYmFi1aRCwWO2R1JBKJg6pLRF67FHZE5DUhnU4ze/Zsrrzyyv3e3tPTw0MPPcSnPvUpzj33XP76r/+azs5OAL7yla/w8MMPv+SyDcMAwPf9vcZLpRLJZPJV1yUir23ajSUirwkrV66kr6+P1tZWli5dOvHffffdx7//+79jWRaPPvoovu/zd3/3dxNBx/M87r//fuD5MGOae3+0pVIpoH4Rwz3Gx8cP6Fo8B1KXiLy2acuOiLwmvOtd7+Kmm27ivPPO42//9m/p7u7m/vvv51vf+hbnnHMO4XCYY489FoDLLruMP/mTP2F8fJzvfve7rF+/HoByuUwqlSKTyTA8PMyvf/1rFi1axIIFC+ju7ubrX/86qVQKwzD4t3/7twO6iOGB1CUir23asiMirwmJRILvfve7nHDCCVxxxRVccMEF3HXXXXziE5/gM5/5DFA/8+qSSy7h0Ucf5YILLuDLX/4y06ZN42tf+xrAxK6sd73rXUyfPp0Pf/jD/PjHP8ayLK655hra2tr4+Mc/zj/8wz/wtre9jbPOOuuQ1CUir21GoL+WJyIiIg1MW3ZERESkoSnsiIiISENT2BEREZGGprAjIiIiDU1hR0RERBqawo6IiIg0NIUdERERaWgKOyIiItLQFHZERESkoSnsiIiISENT2BEREZGG9v8DYdhTvASjgk4AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, feature in enumerate(['STG', 'SCG', 'STR', 'LPR', 'PEG']):\n",
    "    plt.scatter(\n",
    "            df[feature],\n",
    "            df['UNS'],\n",
    "            c=df['UNS'],\n",
    "            alpha=0.7,\n",
    "            edgecolors=np.array(palette)[y],\n",
    "            linewidths=2,\n",
    "    )\n",
    "    plt.title(feature)\n",
    "    plt.xlabel('feature')\n",
    "    plt.ylabel('Target')\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.502979Z",
     "start_time": "2024-05-20T08:22:38.146035Z"
    }
   },
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NUQ4vjR0TEZf"
   },
   "source": [
    "__Задание 5. [0.25 балла]__\n",
    "\n",
    "На основании кривых критерия Джини, по какому признаку стоит разделить выборку на два поддерева? Совпадает ли этот выбор с визуальной оценкой scatter-графиков? Как бы вы описали вид кривой для \"хороших\" признаков, по которым выборка делится почти идеально, и чем кривые таких признаков отличаются от кривых признаков, по которым разделение практически невозможно?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lFg9VPmuTEZf"
   },
   "source": [
    "**Ответ:** Следует раздиелить по PEG. Он совпадает с визуальной оценкой, как как на графике видно что в районе 0.4 группы хорошо разделяются прямой. Вид хорошей кривой - она вогнутая и монотонно возрастает при удалении от точки минимума в разные стороны."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S_0CMUJyTEZf"
   },
   "source": [
    "__Задание 6. [0.75 балла].__\n",
    "\n",
    "Разберитесь с уже написанным кодом в классе DecisionTree модуля tree_code.py. Найдите ошибки в реализации метода \\_fit_node. Напишите функцию \\_predict_node.\n",
    "\n",
    " Построение дерева осуществляется согласно базовому жадному алгоритму, предложенному в лекции. Выбор лучшего разбиения необходимо производить по критерию Джини. Критерий останова: все объекты в листе относятся к одному классу или ни по одному признаку нельзя разбить выборку. Ответ в листе: наиболее часто встречающийся класс в листе. Для категориальных признаков выполняется преобразование, описанное в лекции в разделе «Учет категориальных признаков».\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "![изображение.png]()"
   ],
   "metadata": {
    "id": "r8p26cZCCjzm"
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hCAEfUz2TEZf"
   },
   "source": [
    "__Задание 7. [0.25 балла]__\n",
    "\n",
    "Протестируйте свое решающее дерево на датасете [mushrooms](https://archive.ics.uci.edu/ml/datasets/Mushroom). Вам нужно открыть` agaricus-lepiota.data`, прочитать ее с помощью pandas (не забудьте про `agaricus-lepiota.names`), применить к каждому столбцу LabelEncoder (из sklearn), чтобы преобразовать строковые имена категорий в натуральные числа. Первый столбец — это целевая переменная (e — edible, p — poisonous) Мы будем измерять качество с помощью accuracy, так что нам не очень важно, что будет классом 1, а что — классом 0. Обучите решающее дерево на половине случайно выбранных объектов (признаки в датасете категориальные) и сделайте предсказания для оставшейся половины. Вычислите accuracy.\n",
    "\n",
    "_SPOILER: У вас должно получиться значение accuracy, равное единице (или очень близкое к единице), и не очень глубокое дерево_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "vOzzO5SfTEZg",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.580208Z",
     "start_time": "2024-05-20T08:22:38.503543Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('agaricus-lepiota.data', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "  target cap-shape cap-surface cap-color bruises odor gill-attachment  \\\n0      p         x           s         n       t    p               f   \n1      e         x           s         y       t    a               f   \n2      e         b           s         w       t    l               f   \n3      p         x           y         w       t    p               f   \n4      e         x           s         g       f    n               f   \n\n  gill-spacing gill-size gill-color  ... stalk-surface-below-ring  \\\n0            c         n          k  ...                        s   \n1            c         b          k  ...                        s   \n2            c         b          n  ...                        s   \n3            c         n          n  ...                        s   \n4            w         b          k  ...                        s   \n\n  stalk-color-above-ring stalk-color-below-ring veil-type veil-color  \\\n0                      w                      w         p          w   \n1                      w                      w         p          w   \n2                      w                      w         p          w   \n3                      w                      w         p          w   \n4                      w                      w         p          w   \n\n  ring-number ring-type spore-print-color population habitat  \n0           o         p                 k          s       u  \n1           o         p                 n          n       g  \n2           o         p                 n          n       m  \n3           o         p                 k          s       u  \n4           o         e                 n          a       g  \n\n[5 rows x 23 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>target</th>\n      <th>cap-shape</th>\n      <th>cap-surface</th>\n      <th>cap-color</th>\n      <th>bruises</th>\n      <th>odor</th>\n      <th>gill-attachment</th>\n      <th>gill-spacing</th>\n      <th>gill-size</th>\n      <th>gill-color</th>\n      <th>...</th>\n      <th>stalk-surface-below-ring</th>\n      <th>stalk-color-above-ring</th>\n      <th>stalk-color-below-ring</th>\n      <th>veil-type</th>\n      <th>veil-color</th>\n      <th>ring-number</th>\n      <th>ring-type</th>\n      <th>spore-print-color</th>\n      <th>population</th>\n      <th>habitat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>p</td>\n      <td>x</td>\n      <td>s</td>\n      <td>n</td>\n      <td>t</td>\n      <td>p</td>\n      <td>f</td>\n      <td>c</td>\n      <td>n</td>\n      <td>k</td>\n      <td>...</td>\n      <td>s</td>\n      <td>w</td>\n      <td>w</td>\n      <td>p</td>\n      <td>w</td>\n      <td>o</td>\n      <td>p</td>\n      <td>k</td>\n      <td>s</td>\n      <td>u</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>e</td>\n      <td>x</td>\n      <td>s</td>\n      <td>y</td>\n      <td>t</td>\n      <td>a</td>\n      <td>f</td>\n      <td>c</td>\n      <td>b</td>\n      <td>k</td>\n      <td>...</td>\n      <td>s</td>\n      <td>w</td>\n      <td>w</td>\n      <td>p</td>\n      <td>w</td>\n      <td>o</td>\n      <td>p</td>\n      <td>n</td>\n      <td>n</td>\n      <td>g</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>e</td>\n      <td>b</td>\n      <td>s</td>\n      <td>w</td>\n      <td>t</td>\n      <td>l</td>\n      <td>f</td>\n      <td>c</td>\n      <td>b</td>\n      <td>n</td>\n      <td>...</td>\n      <td>s</td>\n      <td>w</td>\n      <td>w</td>\n      <td>p</td>\n      <td>w</td>\n      <td>o</td>\n      <td>p</td>\n      <td>n</td>\n      <td>n</td>\n      <td>m</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>p</td>\n      <td>x</td>\n      <td>y</td>\n      <td>w</td>\n      <td>t</td>\n      <td>p</td>\n      <td>f</td>\n      <td>c</td>\n      <td>n</td>\n      <td>n</td>\n      <td>...</td>\n      <td>s</td>\n      <td>w</td>\n      <td>w</td>\n      <td>p</td>\n      <td>w</td>\n      <td>o</td>\n      <td>p</td>\n      <td>k</td>\n      <td>s</td>\n      <td>u</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>e</td>\n      <td>x</td>\n      <td>s</td>\n      <td>g</td>\n      <td>f</td>\n      <td>n</td>\n      <td>f</td>\n      <td>w</td>\n      <td>b</td>\n      <td>k</td>\n      <td>...</td>\n      <td>s</td>\n      <td>w</td>\n      <td>w</td>\n      <td>p</td>\n      <td>w</td>\n      <td>o</td>\n      <td>e</td>\n      <td>n</td>\n      <td>a</td>\n      <td>g</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 23 columns</p>\n</div>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = [\n",
    "'target',\n",
    "'cap-shape',\n",
    "'cap-surface',\n",
    "'cap-color',\n",
    "'bruises',\n",
    "'odor',\n",
    "'gill-attachment',\n",
    "'gill-spacing',\n",
    "'gill-size',\n",
    "'gill-color',\n",
    "'stalk-shape',\n",
    "'stalk-root',\n",
    "'stalk-surface-above-ring',\n",
    "'stalk-surface-below-ring',\n",
    "'stalk-color-above-ring',\n",
    "'stalk-color-below-ring',\n",
    "'veil-type',\n",
    "'veil-color',\n",
    "'ring-number',\n",
    "'ring-type',\n",
    "'spore-print-color',\n",
    "'population',\n",
    "'habitat'\n",
    "]\n",
    "df.columns = columns\n",
    "\n",
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.642719Z",
     "start_time": "2024-05-20T08:22:38.581214Z"
    }
   },
   "execution_count": 14
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "df_transformed = pd.DataFrame()\n",
    "\n",
    "for column in df.columns:\n",
    "    le = LabelEncoder()\n",
    "    df_transformed[column] = le.fit_transform(df[column])\n",
    "\n",
    "X = df_transformed.drop(['target'], axis=1)\n",
    "y = df_transformed['target']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=42, stratify=y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.721144Z",
     "start_time": "2024-05-20T08:22:38.643720Z"
    }
   },
   "execution_count": 15
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Итоговая accuracy 1.0\n"
     ]
    }
   ],
   "source": [
    "import tree_code\n",
    "\n",
    "dt = tree_code.DecisionTree(['real' for i in range(22)], max_depth=10, min_samples_split=10, min_samples_leaf=10)\n",
    "dt.fit(X_train.to_numpy(), y_train.to_numpy())\n",
    "y_pred = dt.predict(X_test.to_numpy())\n",
    "print(f'Итоговая accuracy {accuracy_score(y_test.to_numpy(), y_pred)}')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.814674Z",
     "start_time": "2024-05-20T08:22:38.721647Z"
    }
   },
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "35i9HYPDTEZg"
   },
   "source": [
    "__Задание 8. [1 балл]__\n",
    "\n",
    "Загрузите следующие наборы данных, предварительно ознакомившись с описанием признаков и целевой переменной в каждом из них (она записаны в Data Folder, в файле *.names):\n",
    "* [mushrooms](https://archive.ics.uci.edu/ml/datasets/Mushroom) (загрузили в предыдущем пункте, классы записаны в нулевом столбце)\n",
    "* [tic-tac-toe](https://archive.ics.uci.edu/ml/datasets/Tic-Tac-Toe+Endgame) (классы записаны в последнем столбце, датасет лежит на гитхабе вместе с заданием)\n",
    "* [cars](https://archive.ics.uci.edu/ml/datasets/Car+Evaluation) (классы записаны в последнем столбце, считаем что unacc, acc — это класс 0, good, vgood — класс 1)\n",
    "* [nursery](https://archive.ics.uci.edu/ml/datasets/Nursery) (классы записаны в последнем столбце, считаем, что not_recom и recommend — класс 0, very_recom, priority, spec_prior — класс 1).\n",
    "\n",
    "**Задача**:\n",
    "\n",
    "Закодировать категориальные признаки в наборе данных с использованием `LabelEncoder`. Затем, применив `cross_val_score` (cv=10), оценить метрику accuracy для следующих алгоритмов:\n",
    "\n",
    "1. **DecisionTree**, обрабатывающий все признаки как вещественные.\n",
    "2. **DecisionTree**, обрабатывающий все признаки как категориальные.\n",
    "3. **DecisionTree**, обрабатывающий все признаки как вещественные + one-hot encoding всех признаков.\n",
    "4. **DecisionTreeClassifier** из `sklearn`.\n",
    "\n",
    "**Инструкция**:\n",
    "1. Закодировать категориальные признаки с помощью `LabelEncoder`.\n",
    "2. Оценить accuracy, используя `cross_val_score` (cv=10) и `scoring=make_scorer(accuracy_score)`.\n",
    "3. Если позволяет память, установить параметр `sparse=False` в `OneHotEncoder`.\n",
    "4. Результаты сохранить в `pd.DataFrame` (по строкам — наборы данных, по столбцам — алгоритмы).\n",
    "\n",
    "**Рекомендации**:\n",
    "- Для вычисления точности используйте `scoring=make_scorer(accuracy_score)` из `sklearn.metrics`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "id": "mzHWYQYlTEZg",
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.876217Z",
     "start_time": "2024-05-20T08:22:38.815827Z"
    }
   },
   "outputs": [],
   "source": [
    "Xs = []\n",
    "ys = []\n",
    "Xs.append(X)\n",
    "ys.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "df = pd.read_csv('tic-tac-toe-endgame.csv')\n",
    "\n",
    "\n",
    "df_transformed = pd.DataFrame()\n",
    "\n",
    "for column in df.columns:\n",
    "    le = LabelEncoder()\n",
    "    df_transformed[column] = le.fit_transform(df[column])\n",
    "\n",
    "X = df_transformed.drop(['V10'], axis=1)\n",
    "y = df_transformed['V10']\n",
    "\n",
    "Xs.append(X)\n",
    "ys.append(y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.937491Z",
     "start_time": "2024-05-20T08:22:38.876745Z"
    }
   },
   "execution_count": 18
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "df = pd.read_csv('car.data')\n",
    "\n",
    "columns = [\n",
    "'buying',\n",
    "'maint',\n",
    "'doors',\n",
    "'persons',\n",
    "'lug_boot',\n",
    "'safety',\n",
    "'target'\n",
    "]\n",
    "df.columns = columns\n",
    "\n",
    "df_transformed = pd.DataFrame()\n",
    "\n",
    "for column in df.columns:\n",
    "    le = LabelEncoder()\n",
    "    df_transformed[column] = le.fit_transform(df[column])\n",
    "\n",
    "X = df_transformed.drop(['target'], axis=1)\n",
    "y = df_transformed['target']\n",
    "\n",
    "Xs.append(X)\n",
    "ys.append(y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:38.998956Z",
     "start_time": "2024-05-20T08:22:38.937491Z"
    }
   },
   "execution_count": 19
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "            usual     proper  complete     1  convenient convenient.1  \\\n0           usual     proper  complete     1  convenient   convenient   \n1           usual     proper  complete     1  convenient   convenient   \n2           usual     proper  complete     1  convenient   convenient   \n3           usual     proper  complete     1  convenient   convenient   \n4           usual     proper  complete     1  convenient   convenient   \n...           ...        ...       ...   ...         ...          ...   \n12954  great_pret  very_crit    foster  more    critical       inconv   \n12955  great_pret  very_crit    foster  more    critical       inconv   \n12956  great_pret  very_crit    foster  more    critical       inconv   \n12957  great_pret  very_crit    foster  more    critical       inconv   \n12958  great_pret  very_crit    foster  more    critical       inconv   \n\n             nonprob  recommended   recommend  \n0            nonprob     priority    priority  \n1            nonprob    not_recom   not_recom  \n2      slightly_prob  recommended   recommend  \n3      slightly_prob     priority    priority  \n4      slightly_prob    not_recom   not_recom  \n...              ...          ...         ...  \n12954  slightly_prob     priority  spec_prior  \n12955  slightly_prob    not_recom   not_recom  \n12956    problematic  recommended  spec_prior  \n12957    problematic     priority  spec_prior  \n12958    problematic    not_recom   not_recom  \n\n[12959 rows x 9 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>usual</th>\n      <th>proper</th>\n      <th>complete</th>\n      <th>1</th>\n      <th>convenient</th>\n      <th>convenient.1</th>\n      <th>nonprob</th>\n      <th>recommended</th>\n      <th>recommend</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>usual</td>\n      <td>proper</td>\n      <td>complete</td>\n      <td>1</td>\n      <td>convenient</td>\n      <td>convenient</td>\n      <td>nonprob</td>\n      <td>priority</td>\n      <td>priority</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>usual</td>\n      <td>proper</td>\n      <td>complete</td>\n      <td>1</td>\n      <td>convenient</td>\n      <td>convenient</td>\n      <td>nonprob</td>\n      <td>not_recom</td>\n      <td>not_recom</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>usual</td>\n      <td>proper</td>\n      <td>complete</td>\n      <td>1</td>\n      <td>convenient</td>\n      <td>convenient</td>\n      <td>slightly_prob</td>\n      <td>recommended</td>\n      <td>recommend</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>usual</td>\n      <td>proper</td>\n      <td>complete</td>\n      <td>1</td>\n      <td>convenient</td>\n      <td>convenient</td>\n      <td>slightly_prob</td>\n      <td>priority</td>\n      <td>priority</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>usual</td>\n      <td>proper</td>\n      <td>complete</td>\n      <td>1</td>\n      <td>convenient</td>\n      <td>convenient</td>\n      <td>slightly_prob</td>\n      <td>not_recom</td>\n      <td>not_recom</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>12954</th>\n      <td>great_pret</td>\n      <td>very_crit</td>\n      <td>foster</td>\n      <td>more</td>\n      <td>critical</td>\n      <td>inconv</td>\n      <td>slightly_prob</td>\n      <td>priority</td>\n      <td>spec_prior</td>\n    </tr>\n    <tr>\n      <th>12955</th>\n      <td>great_pret</td>\n      <td>very_crit</td>\n      <td>foster</td>\n      <td>more</td>\n      <td>critical</td>\n      <td>inconv</td>\n      <td>slightly_prob</td>\n      <td>not_recom</td>\n      <td>not_recom</td>\n    </tr>\n    <tr>\n      <th>12956</th>\n      <td>great_pret</td>\n      <td>very_crit</td>\n      <td>foster</td>\n      <td>more</td>\n      <td>critical</td>\n      <td>inconv</td>\n      <td>problematic</td>\n      <td>recommended</td>\n      <td>spec_prior</td>\n    </tr>\n    <tr>\n      <th>12957</th>\n      <td>great_pret</td>\n      <td>very_crit</td>\n      <td>foster</td>\n      <td>more</td>\n      <td>critical</td>\n      <td>inconv</td>\n      <td>problematic</td>\n      <td>priority</td>\n      <td>spec_prior</td>\n    </tr>\n    <tr>\n      <th>12958</th>\n      <td>great_pret</td>\n      <td>very_crit</td>\n      <td>foster</td>\n      <td>more</td>\n      <td>critical</td>\n      <td>inconv</td>\n      <td>problematic</td>\n      <td>not_recom</td>\n      <td>not_recom</td>\n    </tr>\n  </tbody>\n</table>\n<p>12959 rows × 9 columns</p>\n</div>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('nursery.data')\n",
    "df"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:39.077062Z",
     "start_time": "2024-05-20T08:22:38.998956Z"
    }
   },
   "execution_count": 20
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "df = pd.read_csv('nursery.data')\n",
    "\n",
    "columns = [\n",
    "'parents', \n",
    "'has_nurs',\n",
    "'form',    \n",
    "'children',\n",
    "'housing', \n",
    "'finance', \n",
    "'social',  \n",
    "'health',\n",
    "'target'\n",
    "]\n",
    "df.columns = columns\n",
    "\n",
    "mapping = {\n",
    "    'not_recom': 0,\n",
    "    'recommend': 0,\n",
    "    'very_recom': 1,\n",
    "    'priority': 1,\n",
    "    'spec_prior': 1\n",
    "}\n",
    "\n",
    "df['target'] = df['target'].map(mapping)\n",
    "\n",
    "df_transformed = pd.DataFrame()\n",
    "\n",
    "for column in df.columns:\n",
    "    le = LabelEncoder()\n",
    "    df_transformed[column] = le.fit_transform(df[column])\n",
    "\n",
    "X = df_transformed.drop(['target'], axis=1)\n",
    "y = df_transformed['target']\n",
    "\n",
    "Xs.append(X)\n",
    "ys.append(y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:39.155808Z",
     "start_time": "2024-05-20T08:22:39.078062Z"
    }
   },
   "execution_count": 21
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Итоговая accuracy 1.0\n",
      "Итоговая accuracy 0.8227956254272044\n",
      "Итоговая accuracy 0.9305755395683454\n",
      "Итоговая accuracy 0.9999035679845708\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "scores = pd.DataFrame()\n",
    "\n",
    "scores_numbers = []\n",
    "\n",
    "for i in range(len(Xs)):\n",
    "    X = Xs[i]\n",
    "    y = ys[i]\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.8, random_state=42, stratify=y)\n",
    "    dt = tree_code.DecisionTree(['real' for i in range(22)], max_depth=10, min_samples_split=10, min_samples_leaf=10)\n",
    "    dt.fit(X_train.to_numpy(), y_train.to_numpy())\n",
    "    cv_score = cross_val_score(dt, X_test.to_numpy(), y_test.to_numpy(), cv=10, scoring='accuracy')\n",
    "    scores_numbers.append(np.mean(cv_score))\n",
    "    print(f'Итоговая accuracy {np.mean(cv_score)}')\n",
    "\n",
    "scores['Все признаки числовые'] = np.array(scores_numbers)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:40.139175Z",
     "start_time": "2024-05-20T08:22:39.155808Z"
    }
   },
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Итоговая accuracy 1.0\n",
      "Итоговая accuracy 0.9283321941216679\n",
      "Итоговая accuracy 0.9218694609529766\n",
      "Итоговая accuracy 0.9999035679845708\n"
     ]
    }
   ],
   "source": [
    "scores_categorical = []\n",
    "\n",
    "for i in range(len(Xs)):\n",
    "    X = Xs[i]\n",
    "    y = ys[i]\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.8, random_state=42, stratify=y)\n",
    "    dt = tree_code.DecisionTree(['categorical' for i in range(22)], max_depth=10, min_samples_split=10, min_samples_leaf=10)\n",
    "    dt.fit(X_train.to_numpy(), y_train.to_numpy())\n",
    "    cv_score = cross_val_score(dt, X_test.to_numpy(), y_test.to_numpy(), cv=10, scoring='accuracy')\n",
    "    scores_categorical.append(np.mean(cv_score))\n",
    "    print(f'Итоговая accuracy {np.mean(cv_score)}')\n",
    "\n",
    "scores['Все признаки categorical'] = np.array(scores_categorical)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:42.072176Z",
     "start_time": "2024-05-20T08:22:40.140176Z"
    }
   },
   "execution_count": 23
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Итоговая accuracy 1.0\n",
      "Итоговая accuracy 0.9256493506493506\n",
      "Итоговая accuracy 0.9283390678761337\n",
      "Итоговая accuracy 0.9999035679845708\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "scores_categorical_ohe = []\n",
    "\n",
    "for i in range(len(Xs)):\n",
    "    X = Xs[i]\n",
    "    y = ys[i]\n",
    "    ohe = OneHotEncoder()\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.8, random_state=3, stratify=y)\n",
    "    dt = tree_code.DecisionTree(['real' for i in range(117)], max_depth=10, min_samples_split=10, min_samples_leaf=10)\n",
    "    dt.fit(ohe.fit_transform(X_train.to_numpy()).toarray(), y_train.to_numpy())\n",
    "    cv_score = cross_val_score(dt, ohe.transform(X_test.to_numpy()).toarray(), y_test.to_numpy(), cv=10, scoring='accuracy')\n",
    "    scores_categorical_ohe.append(np.mean(cv_score))\n",
    "    print(f'Итоговая accuracy {np.mean(cv_score)}')\n",
    "\n",
    "scores['categorical + ohe'] = np.array(scores_categorical_ohe)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:44.162423Z",
     "start_time": "2024-05-20T08:22:42.073176Z"
    }
   },
   "execution_count": 24
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Итоговая accuracy 0.9984615384615386\n",
      "Итоговая accuracy 0.8173615857826384\n",
      "Итоговая accuracy 0.9348660202272965\n",
      "Итоговая accuracy 0.9999035679845708\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "scores_original = []\n",
    "\n",
    "for i in range(len(Xs)):\n",
    "    X = Xs[i]\n",
    "    y = ys[i]\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.8, random_state=3, stratify=y)\n",
    "    dt = DecisionTreeClassifier(max_depth=10, min_samples_split=10, min_samples_leaf=10)\n",
    "    dt.fit(X_train.to_numpy(), y_train.to_numpy())\n",
    "    cv_score = cross_val_score(dt, X_test.to_numpy(), y_test.to_numpy(), cv=10, scoring='accuracy')\n",
    "    scores_original.append(np.mean(cv_score))\n",
    "    print(f'Итоговая accuracy {np.mean(cv_score)}')\n",
    "\n",
    "scores['original DecisionTreeClassifier'] = np.array(scores_original)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:44.334632Z",
     "start_time": "2024-05-20T08:22:44.163517Z"
    }
   },
   "execution_count": 25
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "   Все признаки числовые  Все признаки categorical  categorical + ohe  \\\n0               1.000000                  1.000000           1.000000   \n1               0.822796                  0.928332           0.925649   \n2               0.930576                  0.921869           0.928339   \n3               0.999904                  0.999904           0.999904   \n\n   original DecisionTreeClassifier  \n0                         0.998462  \n1                         0.817362  \n2                         0.934866  \n3                         0.999904  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Все признаки числовые</th>\n      <th>Все признаки categorical</th>\n      <th>categorical + ohe</th>\n      <th>original DecisionTreeClassifier</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>0.998462</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.822796</td>\n      <td>0.928332</td>\n      <td>0.925649</td>\n      <td>0.817362</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.930576</td>\n      <td>0.921869</td>\n      <td>0.928339</td>\n      <td>0.934866</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.999904</td>\n      <td>0.999904</td>\n      <td>0.999904</td>\n      <td>0.999904</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:44.396173Z",
     "start_time": "2024-05-20T08:22:44.335632Z"
    }
   },
   "execution_count": 26
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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5d+6czjju2rVLU6VKFc3NmzeVbUlJSRp/f39N48aNNa6urpqWLVtqVq1apcnMzFTK5HYduYmKitIMHjxYU7t2bU3t2rU1H3/8sSY4OFgzYMAAzccff5xrG/Sp+8aNG5rBgwdratWqpWnYsKFmzZo1mi5duhj8eoSHh2tatWqlcXV11Sxfvlzv1+LcuXOa/v37a+rUqaOpWbOmplOnTppDhw5ptfHvv//W9OjRQ+Pm5qapXbu2pk+fPppTp04p+zMzMzUjR47U1KxZU3kvX7t2TfPFF19o6tevr3F1ddW0adNGs3XrVp1xFuJlUmk08jwFIcTrb9KkSZw7d07vNaSEEMIQMiQnhHitrV+/nqtXr7J9+3bmzJlT2M0RQryhJGESQrzWQkJC+PPPP+nbty9t27Yt7OYIId5QMiQnhBBCCKGDLCsghBBCCKGDJExCCCGEEDpIwiSEEEIIoYNM+s4HZ8+eRaPRaC0gJ4QQQohXW3p6OiqVCg8PD51lpYcpH2g0mjw/UFOfutPS0gqs/jeJxEp/Eiv9Saz0J7HSn8TKMAUVL0O+v6WHKR9k9yzVrFkz3+tOSkri0qVLVK5cmaJFi+Z7/W8SiZX+JFb6k1jpT2KlP4mVYQoqXk8+XFoX6WESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESpldYWlo6h/fv5czhQxzev5e0tPTCbpIQQgjxVnqlEqbly5fTu3fv55a5f/8+X331Fd7e3tSpU4cpU6aQnJysVebgwYN8+OGHuLm50aFDB44dO2ZwHYVtV+AKfu3Tk+KbdlD9rxCKb9rBr316sitwRWE3TQghhHhpUlNT+fPHTVw7vY8/f9xEampqobTjlXmW3KZNm1iwYAFeXl7PLefn50dycjJr164lMTGR8ePHk5SUxKxZswA4fvw4o0aNYvTo0TRs2JCdO3cyaNAggoKCqFSpkl51FLZdgSsoFfxTju2WyZlYBv/ELuDj/oNefsOEEEKIl+jg5nmUML+JvWUR7C0BLnPuP2OJTylH6x4jX2pbCr2HKSYmhiFDhjB37lycnJyeW/bs2bOcPHmSWbNm4erqSv369Zk6dSrBwcHExMQAsHLlSpo3b06fPn2oVKkSY8aMwdXVlXXr1uldR2FKS0un2KFfAFCpwOgdc4zeLYbRO+aoVFllih36RYbnhBBCvNEObp5HyRK3MSpmrLXdqJgxJUvc5uDmeS+1PYXew3Tx4kVMTEzYu3cvP/zwA7du3Xpm2ZCQEEqWLKn0FAHUqVMHlUrF6dOnadWqFWfOnGHs2LFax9WtW5dDhw7pVceHH36Yp+vQaDQkJSXl6dgnHd6/l+LJmRg5F8WkkT0qq/+9RJqHGaQfvYvV1SR+CtpFs7btXvh8b5LsYdVXbXj1VSSx0p/ESn8SK/1JrJ4vLS2VEuY3AWNU2b0F/0+lUqHRaChhfpMHD+5jamqW5/NoNJoc9T9LoSdMPj4++Pj46FU2JiaG0qVLa20zNTXF1taWO3fukJiYSFJSEo6OjlplHBwciI6O1quOvEpPT+fSpUt5Pj5bdOQ17J2LYtKqVM6dlsaYtCpF+o8xREdey5fzvYkiIyMLuwmvDYmV/iRW+pNY6U9ilbtr//2diqWfnaKoVCqMLYvwS3AgFWs0faFzmZqa6lWu0BMmQyQnJ+d6YWZmZqSmppKSkgLkvPjs/frUkVcmJiZUrlw5z8dnu33lMiaVYgGemVWbNLLHMdOJatWqvfD53iTJyclERkbi5OSEhYVFYTfnlSax0p/ESn8SK/1JrJ7vzsVDepUzV6W90HdhRESE3mVfq4TJ3NyctLS0HNtTU1MpWrQoZmZZ3XJPl0lNTVXekLrqyCuVSvVCx2dr+J4n186dee55sCpCQ3fPfDnfm8jCwkJioyeJlf4kVvqTWOlPYpU7c5tSwD29yr3od7e+Cn3StyEcHR2JjY3V2paWlsaDBw9wcHDA1taWokWL5igTGxtLqVKl9Kqj0Kn1nAelbzkhhBDiNdO4VU8yH2Wg0Why3a/RaMh8lEHjVj1fWpteq4TJ29ub6Ohorl+/rmw7efIkALVr10alUuHp6alsy3bixAlluQJddRQ2EzPrfC0nhBBCvG7MzMyITykHkCNpyv49PqWcMrL0MrzSCVNmZiZxcXHK3CR3d3c8PT0ZMWIE58+f5/jx40ycOJEOHTooPUiffvop//nPf1izZg1Xrlxh9uzZXLp0ib59++pdR2GytKuIiZnNc8uYmNliaVfxJbVICCGEePla9xhJXPw7qB9nam1XP84kLv6dt28dpue5c+cOjRo14sCBA0DWWOPixYspW7Ysffv2Zfjw4TRp0oTJkycrxzRq1IgZM2awZcsWOnbsyPHjx1m2bJmyjIA+dRQmlcqIclXbP7dMuartUKle6ZdOCCGEeGGte4zEvY0/dx9V4VpkMe4+qoJ7G/+XniwBqDTPGiAUertw4QIANWvWzLc678dc4GZYMOmpCco2EzNbylVth12p/DvPmyQpKYlLly5RrVo1mUSpg8RKfxIr/Ums9CexMkxBxcuQ7+/X6i65t4ldqZrYOrhy984lbkSGU97JBfvS1aRnSQghhCgEkjC9wlQqI4rZVgSzFIrZVpRkSQghhCgk8g0shBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDoUKewGqNVqFi9ezI4dO3j48CHe3t5MnDiRcuXK5Vo+MjKSGTNmcObMGYoWLUrnzp0ZOnQoRYoUISoqimbNmuV6nEqlIiwsDIC9e/cyatSoHGUOHz5M2bJl8+/ihBBCCPFGKPSEacmSJWzevBl/f38cHR2ZM2cOvr6+7Nu3D1NTU62yCQkJ9OzZE2dnZ9atW0dycjLffvst0dHRzJgxg9KlS3P06FGtY27cuMGnn36Kr6+vsi08PJw6deowb948rbLFixcvuAsVQgghxGurUBOmtLQ0AgMD+frrr2natCkA8+fPp3Hjxhw6dIi2bdtqld+zZw9JSUkEBAQoyc306dPp0aMHQ4cOpWzZspQsWVIpr1ar+eyzz/Dw8GDYsGHK9suXL+Pi4qJVVgghhBDiWQo1YQoLC+Px48fUr19f2WZtbU316tU5depUjoTp+vXrODs7a/UEVa9eHYCQkJAcw2k7duzg8uXL7N27F5VKpWwPDw/Hx8cnX69Fo9GQlJSUr3UCJCcna/1XPJvESn8SK/1JrPQnsdKfxMowBRUvjUajlR88T6EmTNHR0QCULl1aa7uDg4Oy7+ntsbGxZGZmYmxsDMCtW7cAiI+P1yqblpbGokWL6NatG05OTsr2hIQEYmJiCAkJYfPmzdy/fx83NzdGjRpFxYoV83wt6enpXLp0Kc/H6xIZGVlgdb9pJFb6k1jpT2KlP4mV/iRWhimIeD09/edZCjVhys4Un26smZkZCQkJOcq3bt2aJUuWMHPmTEaOHElSUhLTp0+nSJEipKena5U9cOAACQkJWnOXAP79918gK6ucOXMmKSkpLF26lB49erBv3z7s7e3zdC0mJiZUrlw5T8c+T3JyMpGRkTg5OWFhYZHv9b9JJFb6k1jpT2KlP4mV/iRWhimoeEVEROhdtlATJnNzcyCrNyj73wCpqam5BsTJyYmAgAAmTpzIpk2bKFq0KMOGDSMiIgIrKyutsnv27KFZs2Y4ODhobffy8uLYsWPY2dkp3XCLFy+madOm7N69m0GDBuXpWlQqFUWLFs3TsfqwsLAo0PrfJBIr/Ums9Cex0p/ESn8SK8Pkd7z0HY6DQl6HKXsoLjY2Vmt7bGwspUqVyvUYHx8fjh49ypEjRzh27Bhdu3bl7t27WssQPHjwgFOnTvHRRx/lWkfx4sW1gmRhYUHZsmWJiYl50UsSQgghxBuoUBOmqlWrYmlpyYkTJ5RtiYmJhIaG4u3tnaN8SEgIvXv3JiMjAwcHB0xNTTl06BAWFhZ4enoq5c6ePYtGo6FevXo56ti2bRt169bVmqD96NEjIiMjC2RITQghhBCvv0JNmExNTenVqxdz587l8OHDhIWFMWLECBwdHWnRogWZmZnExcWRkpICgLOzM+Hh4cyaNYubN2/yyy+/MH36dAYPHoylpaVSb2hoKOXKlaNYsWI5ztmkSRPUajWjR4/m33//5cKFCwwbNozixYvTqVOnl3btQgghhHh9FPqjUfz8/OjcuTMTJkyge/fuGBsbs3r1akxMTLhz5w6NGjXiwIEDQNZQ2rJlyzh37hxt27bF39+fL774giFDhmjVGRcXh62tba7nK126NGvXriUpKYnu3bvTr18/rKysWL9+PWZmZgV9uUIIIYR4DRX6St/GxsaMGjUq10eVlC1blvDwcK1tnp6ebN++/bl1Tp48+bn7XV1dCQwMNLitQgghhHg7FXoPkxBCCCHEq04SJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdCj1hUqvVLFy4kMaNG1OrVi0GDhzIzZs3n1k+MjKSQYMG4eXlRZMmTVi4cCEZGRnK/szMTNzc3HBxcdH6WbRokVImKiqKwYMH4+npSaNGjViwYAGZmZkFep1CCCGEeH0VKewGLFmyhM2bN+Pv74+joyNz5szB19eXffv2YWpqqlU2ISGBnj174uzszLp160hOTubbb78lOjqaGTNmAFkJVWpqKsHBwZQoUUI5tmjRogCkp6czYMAAnJyc2Lp1Kzdu3GD8+PEYGRnh5+f38i5cCCGEEK+NQk2Y0tLSCAwM5Ouvv6Zp06YAzJ8/n8aNG3Po0CHatm2rVX7Pnj0kJSUREBBA8eLFAZg+fTo9evRg6NChlC1blvDwcCwtLalatWqu5/zpp5+4ffs227dvx8bGhipVqhAfH8/s2bMZMmRIjiRNCCGEEKJQE6awsDAeP35M/fr1lW3W1tZUr16dU6dO5UiYrl+/jrOzs5IsAVSvXh2AkJAQJWGqVKnSM88ZEhKCq6srNjY2yrZ69erx6NEjLl26hLu7e56uRaPRkJSUlKdjnyc5OVnrv+LZJFb6k1jpT2KlP4mV/iRWhimoeGk0GlQqlV5lCzVhio6OBqB06dJa2x0cHJR9T2+PjY0lMzMTY2NjAG7dugVAfHw8AJcvXyYjI4MBAwYQFhZGqVKl6Nu3L+3bt1fO6ejomKNegDt37uQ5YUpPT+fSpUt5OlYfkZGRBVb3m0ZipT+Jlf4kVvqTWOlPYmWYgoiXviNLhZowZWeKTzfWzMyMhISEHOVbt27NkiVLmDlzJiNHjiQpKYnp06dTpEgR0tPTAfj3339Rq9X4+fnh6OjIkSNHGDduHOnp6XTu3JmUlBSsra1znA8gNTU1z9diYmJC5cqV83z8syQnJxMZGYmTkxMWFhb5Xv+bRGKlP4mV/iRW+pNY6U9iZZiCildERITeZQs1YTI3Nwey5jJl/xuyEpfcAuLk5ERAQAATJ05k06ZNFC1alGHDhhEREYGVlRUA+/fvJzMzk2LFigFQtWpVbt++zerVq+ncuTPm5uakpaVp1ZudKGVPDM8LlUr1QsfrYmFhUaD1v0kkVvqTWOlPYqU/iZX+JFaGye946TscB4W8rED2UFxsbKzW9tjYWEqVKpXrMT4+Phw9epQjR45w7Ngxunbtyt27dylXrhyQlYRlJ0vZqlSpogzxOTo65no+4JnnFEIIIcTbrVATpqpVq2JpacmJEyeUbYmJiYSGhuLt7Z2jfEhICL179yYjIwMHBwdMTU05dOgQFhYWeHp6kpiYSJ06ddi9e7fWcRcuXODdd98FwNvbm9DQUB49eqTsP378OMWKFXvmnXVCCCGEeLsVasJkampKr169mDt3LocPHyYsLIwRI0bg6OhIixYtyMzMJC4ujpSUFACcnZ0JDw9n1qxZ3Lx5k19++YXp06czePBgLC0tsba2pl69esyfP58jR44QGRnJihUr2Lt3L8OGDQOgefPmlCxZkuHDhxMWFsYvv/zCvHnz6N+/vywpIIQQQohcFfrClX5+fmRkZDBhwgRSUlLw9vZm9erVmJiYEBUVRbNmzZg5cyadOnWiePHiLFu2DH9/f9q2bUvJkiX54osv6Nevn1LfjBkzWLRoEZMmTSI+Pp5KlSopK4lD1gTvVatWMWXKFLp27YqNjY2yjpMQQgghRG4KPWEyNjZm1KhRjBo1Kse+7HWVnuTp6cn27dufWZ+lpSXjxo1j3LhxzyxToUIFAgMD895oIYQQQrxVCv1ZckIIIYQQrzpJmIQQQgghdJCESQghhBBCB0mYhBBCCCF0kIRJCCGEEEIHSZiEEEIIIXSQhEkIIYQQQgdJmIQQQgghdJCESQghhBBCB0mYhBBCCCF0kIRJCCGEEEIHSZiEEEIIIXSQhEkIIYQQQgdJmIQQQgghdJCESQghhBBCB0mYhBBCvDCNRs3jB9cg9TqPH1xDo1EXdpOEyFdFCrsBQgghXm/3Yy5wMyyY9NQEAG789xh3/rWhXNX22JWqWcitEyJ/SA+TEEKIPLsfc4Gr59YryVK29NQErp5bz/2YC4XUMiHylyRMQggh8kSjUXMzLPi5ZW6G7ZXhOfFGkIRJCCFEnjy6fy1Hz9LT0lMf8Oj+tZfUIiEKjiRMQggh8iQ9NTFfywnxKpOESQghRJ6YmFnnazkhXmWSMAkhhMgTS7uKmJjZPLeMiZktlnYVX1KLhCg4kjAJIYTIE5XKiHJV2z+3TLmq7VCp5KtGvP7kXSyEECLP7ErVJN22LQ9TzbS2P0w1I922razDJN4YsnClEEKIPPv7/G1mbnuACi8q2CVgaZbOo1QTrt+3QcMDxpnfpoHbO4XdTCFemCRMQggh8iRTrWFFUNbClBpURN63zVFmZfB/qVujNMZGqpfcOiHylwzJCfGWUavVXLobQejDK1y6G4FaLYsKirwJvRpPfEIKACqNmvJJ0VR7eI3ySdGo/n+xyrsPkgm9Gl+YzRQiX0gPkxBvkRNRZ1l7ZjvxyQ8A2BfzGyUsbOnn2ZW6ZT0Kt3HitXMvMStZqvLoOs3jTmGdmaTsSzQuyi8lvblsWUEpJ8TrTHqYhHhLnIg6y/d/rVCSpWzxyQ/4/q8VnIg6WzgNE6+t4tbmVHl0nY7RR7B6IlkCsMpMomP0Eao8uk5xa/NCaqEQ+UcSJiHeAmq1mrVntj+3zNozO2R4ThikWgVbWsSHAPD0DKXs31vEh1Ctgu3LbJYQBcLghOnsWfkrVIjXzaW7ETl6lp4Wn3yfS3cjXk6DxBvhcVgYlumPcyRL2VSAZfpjHoeFvcxmCVEgDE6YunfvTqtWrVi5ciWxsbEF0SYhRD67n/y/B6Sq1BrKxKRRJTKFMjFpqNSaXMsJoUva/fv5Wk6IV5nBk743btxIUFAQy5cvZ8GCBTRo0ICPP/6YZs2aYWJiUhBtFEK8IDuLrMdXVLqZwnunH2GV9L+ht4dFjThS25Ir5cyVckLow9TOLl/LCfEqM7iHycvLi+nTp/PXX3/h7++PWq3mq6++olGjRkybNo2LFy8a3Ai1Ws3ChQtp3LgxtWrVYuDAgdy8efOZ5SMjIxk0aBBeXl40adKEhQsXkpGRoexPSUnh+++/x8fHBw8PDzp16sThw4e16pgwYQIuLi5aPz4+Pga3XYjXQTX7ytSKMabNn4lYJmnPU7JMUtPmz0RqxRShmn3lQmqheB1ZV6+GaYkSzy1jal8C6+rVXlKLhCg4eZ70bWZmxkcffcTq1avZt28fVapUYdOmTXTu3JlOnTpx4MABvetasmQJmzdvZtq0aWzduhW1Wo2vry9paWk5yiYkJNCzZ0+Sk5NZt24d8+bN4+DBg0ycOFEpM336dPbt28ekSZMICgqiefPmfPHFF5w4cUIpEx4ezpAhQzh69Kjys3PnzryGQ4hXmkqj4b3Tj7L+/fS+///ve2ceodJoEEJfKmNjnAf2f24ZZ9/+qIyNX1KLhCg4eU6YkpOTCQ4Opn///rRr145Lly7xySefsGTJEmrWrMmoUaOYPXu2znrS0tIIDAzEz8+Ppk2bUrVqVebPn090dDSHDh3KUX7Pnj0kJSUREBCAq6ur0uO1a9cuoqKiSE5OJigoiJEjR/Lee+9RoUIFhg4dSp06ddi1axcAGo2GiIgIatSoQcmSJZWf4sWL5zUcQrzSEkMvwYOHz52cy/3ErHJCGKBE/XpUHTsqR0+TqX0Jqo4dRYn69QqpZULkL4PnMP39998EBwfz888/k5SUhLe3N9OnT6dVq1aYm2ettfH++++jUqnYunUro0ePfm59YWFhPH78mPr16yvbrK2tqV69OqdOnaJt27Za5a9fv46zs7NWclO9enUAQkJCaNWqFcuWLaNGjRpaxxkZGZGYmAjAjRs3SEpKwtnZ2dDLfyaNRkNSUpLuggZKTk7W+q94NonVsz2MjtG7nEml/Pv/4k0g7yvdLNzdqL5wHvHnzhMdEYFj5cqUcHdDZWRUIJ+LbwJ5XxmmoOKl0WhQqfR7bI/BCVP//v1xcHCgd+/efPzxx5QvXz7XcpUqVaJRo0Y664uOjgagdOnSWtsdHByUfU9vj42NJTMzE+P/7+a9desWAPHx8Zibm+c47/nz5zl+/DgTJkwA4PLlywBs2LCBP/74AyMjI5o0acKIESOwsrLS2ebcpKenc+lSwf11HhkZWWB1v2kkVjllJup399vtxARiCvB9/DqT95UezM0wruFKHBAXHl7YrXktyPvKMAURL1NTU73KGZwwLV++nMaNG2Nk9L/RvCeTl2y9e/emd+/eOuvLzhafbrCZmRkJCTk/5Fu3bs2SJUuYOXMmI0eOJCkpienTp1OkSBHS09NzlL969Sqff/45bm5udO3aFchKmIyMjHBwcGDZsmXcuHGD2bNn8++//7Ju3Tqta9OXiYkJlSvn/4TZ5ORkIiMjcXJywsLCIt/rf5NIrJ5N4+LCxf0HSb9375llTEoUx7VlC1R5eP+/yeR9pR+1Rs2F25eIuHWNymUqUvOdahip5L30LPK+MkxBxSsiQv+15wxOmN577z1WrFhBSEgIK1asALKGwr766iuGDBlCr169DKovexgvLS1N+TdAampqrkFxcnIiICCAiRMnsmnTJooWLcqwYcOIiIjI0Tt05swZhg4diqOjI8uWLVOWPfjss8/o0aMHdv9/q2uVKlUoWbIkXbt25cKFC7i7uxt0DQAqlYqiRYsafJy+LCwsCrT+N4nEKneVBg0gzH/Os/cPHEAxS8uX2KLXi7yvnu3pZxQS8xslLskzCvUh7yvD5He89B2OgzxM+g4MDGTBggU4OTkp28qXL0+rVq3w9/dnx44dBtWXPRT39CKYsbGxlCpVKtdjfHx8OHr0KEeOHOHYsWN07dqVu3fvUq5cOaXMoUOH6NevH++++y4bNmxQkiPIms9k99S6IO+++y5ArsOAQrwJZHKuKAjyjELxtjC4h2nr1q0MHz6cQYMGKdtKly7NhAkTsLe3Z+3atXTp0kXv+qpWrYqlpSUnTpxQ5kMlJiYSGhqaa29VSEgIAQEBrFmzBgcHBwAOHDiAhYUFnp6eAPz666+MGDGCZs2aMXfu3BzDfaNHjyY2Npa1a9cq2y5cuABQIMNqQrwqStSvR/E63sSe/YfrFy9SwdUVB49actu3yBN9n1Ho/Y57nqY6CPEqMfgdHBMTQ82aNXPd5+7uTlRUlEH1mZqa0qtXL+bOncvhw4cJCwtjxIgRODo60qJFCzIzM4mLiyMlJQUAZ2dnwsPDmTVrFjdv3uSXX35h+vTpDB48GEtLSxISEhgzZgyurq6MHz+ehIQE4uLiiIuL48GDBwC0bNmSY8eOsXjxYm7cuMGRI0f45ptvaNu2LZUqVTI0JEK8VlTGxlhVr4ZxDVesqleTZEnkmTyjULxNDO5hKlOmDMeOHdNaBiDbqVOncHR0NLgRfn5+ZGRkMGHCBFJSUvD29mb16tWYmJgQFRVFs2bNmDlzJp06daJ48eIsW7YMf39/2rZtS8mSJfniiy/o168fAH/88QeJiYmcO3eOJk2aaJ2nTp06bNiwgWbNmrFgwQJWrFjBypUrsbKy4qOPPmL48OEGt10IId5W+j57UJ5RKN4EBidMXbt2Zc6cOaSnp9O8eXNKlCjBvXv3+O2331izZg1fffWVwY0wNjZm1KhRjBo1Kse+smXLEv7U7amenp5s3557N/BHH33ERx99pPOcrVu3pnXr1ga3VQghRBZ9nz0ozygUbwKDE6Z+/foRExPDhg0btOYAGRsb07dvXz799NP8bJ8QQohXVDX7ypSwsH3usFwJCzt5RqF4IxicMAGMGTOGoUOHcvbsWRISErC2tsbNzS3HnWdCCCHeXEZGRvTz7Mr3f614Zpl+nl1kwrd4I+QpYQKwsrLKMUcIshaKzM9HjgghhHh11S3rwVcNB2mvw0RWz1I/zy6yDpN4YxicMCUkJDB//nxOnjxJWloamv9/unn2s9QSEhIK9BEhQgghXi11y3rg/Y47Z6P+S+jVMKo7V8WjbA3pWRJvFIPfzTNmzGDnzp1UqFABY2NjrKysqFmzJunp6SQmJjJ16tSCaKcQQohXmJGREdXsK1PdqhLV7CtLsiTeOAa/o//880+GDRvG0qVL+eSTT3B0dGTBggX8+OOPuLi4GPRcFiGEEEKI14HBCVNiYiIeHllj0pUqVeK///0vAMWKFaN///78/vvv+dpAIYQQQojCZnDCZGdnx8OHD4GsB+HGx8crK2iXKlWKmJiYfG2gEEIIIURhMzhhql+/PsuWLePWrVuUL18eGxsb9uzZA8Bvv/0mSwsIIYQQ4o1jcMLk5+dHfHw8Y8aMQaVSMXjwYGbNmkXdunVZu3YtH3/8cUG0UwghhBCi0Bi8rEDZsmU5cOAAkZGRAHz66afY29tz5swZ3Nzc6NixY363UQghhBCiUBmcMA0YMABfX1+th+/q+/w2IYQQQojXkcFDcmfOnEGlUhVEW4QQQgghXkkGJ0yNGzdm7969pKenF0R7hBBCCCFeOQYPyZmZmbF3714OHjxIpUqVKFq0qNZ+lUrFunXr8q2BQgghhBCFzeCEKTo6Wlm4ElCeJfes34UQQgghXncGJ0wbNmwoiHYIIYQQQryy8vXpiElJSfzxxx/5WaUQQgghRKEzuIfp1q1bTJ48mZMnT5KWlpZrmUuXLr1ww4QQQgghXhUGJ0wzZ87kzJkzdOnShTNnzmBhYUGtWrX466+/uHz5MosWLSqIdgohhBBCFBqDh+ROnTrFiBEjmDBhAp06dcLMzIxRo0axa9cuvL29OXz4cEG0UwghhBCi0BicMD1+/BgXFxcAnJ2dCQ0NBcDY2JgePXpw/Pjx/G2hEEIIIUQhMzhhcnBw4O7duwBUqFCBhIQE4uLiALC1tSU+Pj5/WyiEEEIIUcgMTpjee+89FixYwNmzZylTpgyOjo4EBgby6NEjdu3aRalSpQqinUIIIYQQhcbghMnPzw9ra2sCAgIAGDFiBOvWrcPb25t9+/bx6aef5nsjhRBCCCEKk8F3ydnZ2bFjxw5iY2MBaNeuHe+88w7//PMPbm5u1KlTJ98bKYQQQghRmAxOmLI5ODgo//by8sLLyytfGiSEEEII8aoxOGEaN26czjIzZ87MU2OEEEIIIV5FBidMJ06cyLEtKSmJBw8eYGtrS82aNfOlYUIIIYQQrwqDE6Zff/011+1Xrlzhiy++oEOHDi/aJiGEEEKIV0q+PXy3UqVKDBs2jMWLF+dXlUIIIYQQr4R8S5gALC0tuXXrVn5WKYQQQghR6Awekrt9+3aObZmZmcTExLBw4UIqVaqULw0TQgghhHhVGJww+fj4oFKpcmzXaDSYm5vLkJwQQggh3jgGJ0wzZszIkTCpVCosLS2pW7cuVlZWBtWnVqtZvHgxO3bs4OHDh3h7ezNx4kTKlSuXa/nIyEhmzJjBmTNnKFq0KJ07d2bo0KEUKfK/S9m0aROBgYHExcVRo0YNJkyYQPXq1ZX9UVFRTJs2jVOnTil1DBs2DGNjY4PaLoQQQoi3g8FzmDp16kT79u2pVq0aHTt2pGPHjjRs2BATExMsLCwMbsCSJUvYvHkz06ZNY+vWrajVanx9fUlLS8tRNiEhgZ49e5KcnMy6deuYN28eBw8eZOLEiUqZPXv2MHv2bL788kt2795N2bJl+fTTT7l37x4A6enpDBgwAICtW7cyefJktmzZwg8//GBw24UQQgjxdjA4YYqJiaF9+/Z88cUXyrbQ0FAGDx5Mr169ePDggd51paWlERgYiJ+fH02bNqVq1arMnz+f6OhoDh06lKP8nj17SEpKIiAgAFdXV7y8vJg+fTq7du0iKioKgGXLltGrVy/atWtH5cqVmTFjBhYWFuzYsQOAn376idu3bzN79myqVKlC8+bNGTlyJOvWrcs1SRNCCCGEMHhIbvbs2aSlpTF37lxl23vvvcfu3bsZOXIk33//PdOmTdOrrrCwMB4/fkz9+vWVbdbW1lSvXp1Tp07Rtm1brfLXr1/H2dmZ4sWLK9uyh9pCQkKwsLAgMjJSq74iRYrg5eXFqVOnGDx4MCEhIbi6umJjY6OUqVevHo8ePeLSpUu4u7sbFpD/p9FoSEpKytOxz5OcnKz1X/FsEiv9Saz0J7HSn8RKfxIrwxRUvDQaTa7zsnNjcML0999/M3XqVGrVqqW1vXr16nz55Zd89913etcVHR0NQOnSpbW2Ozg4KPue3h4bG0tmZqYy3yh7GYP4+Pjn1hcWFqac09HRMcd+gDt37uQ5YUpPT+fSpUt5OlYfkZGRBVb3m0ZipT+Jlf4kVvqTWOlPYmWYgoiXqampXuUMTpjS0tKeOTnawsKCx48f611Xdqb4dGPNzMxISEjIUb5169YsWbKEmTNnMnLkSJKSkpg+fTpFihQhPT39ufWlpqYCkJKSgrW1dY79gFImL0xMTKhcuXKej3+W5ORkIiMjcXJyytMcsbeJxEp/Eiv9Saz0J7HSn8TKMAUVr4iICL3LGpwwubu7s2bNGho3boyJiYmyPSMjg/Xr1+Pm5qZ3Xebm5kBWEpb9b8hKXHILiJOTEwEBAUycOJFNmzZRtGhRhg0bRkREBFZWVlr1PenJ+szNzXPdD1C0aFG92/40lUr1QsfrYmFhUaD1v0kkVvqTWOlPYqU/iZX+JFaGye946TscB3lImPz8/OjduzfNmjWjSZMmlChRgnv37vHXX38RHx/Phg0b9K4re+gsNjaW8uXLK9tjY2NxcXHJ9RgfHx98fHyIjY3F1taWjIwM/P39KVeunFZ9Ty6gGRsbS6lSpQBwdHTk8uXLWnXGxsYCKGWEEEIIIZ5k8F1ytWrVYtu2bdSqVYvff/+d1atX88svv+Dq6srWrVsN6mGqWrUqlpaWnDhxQtmWmJhIaGgo3t7eOcqHhITQu3dvMjIycHBwwNTUlEOHDmFhYYGnpyclSpSgYsWKWvVlZGQQEhKi1Oft7U1oaCiPHj1Syhw/fpxixYpRtWpVQ8MhhBBCiLeAwT1MkDXBe/78+cpcpuTkZDIyMgxetNLU1JRevXoxd+5cihcvTpkyZZgzZw6Ojo60aNGCzMxM7t27pwy3OTs7Ex4ezqxZs+jTpw/h4eFMnz6dwYMHY2lpCUD//v357rvvqFChAjVr1mTFihWkpKTQuXNnAJo3b86CBQsYPnw4X3/9NVFRUcybN4/+/fvrPfFLCCGEEG8Xg3uY0tPTmTRpEl27dlW2nT17lvr16zNr1izUarVB9fn5+dG5c2cmTJhA9+7dMTY2ZvXq1ZiYmHDnzh0aNWrEgQMHAChevDjLli3j3LlztG3bFn9/f7744guGDBmi1Ne1a1f8/PxYsGABH3/8Mbdu3WLNmjXKUgRmZmasWrUKtVpN165dmTJlCj169GDo0KGGhkIIIYQQbwmDe5gWLVrE3r17GTZsmLKtevXqfP311yxatAg7OzsGDRqkd33GxsaMGjWKUaNG5dhXtmxZwsPDtbZ5enqyffv259Y5YMAAZTXv3FSoUIHAwEC92yiEEEKIt5vBCdO+ffsYM2YM3bp1U7bZ2trSr18/ihQpwvr16w1KmIQQQgghXnUGD8ndv3//mQ/GdXZ2znXBSSGEEEKI15nBCZOzszM//fRTrvt+/fVXKlSo8MKNEkIIIYR4lRg8JNenTx/Gjh3LgwcPaN68ubIO02+//cbBgweZOXNmQbRTCCGEEKLQGJwwdejQgcePH7NkyRIOHTqkbLezs2PixIm0b98+XxsohBBCCFHY8rQOU8+ePenRowfXrl3jwYMHWFtbY2VlxY4dO/Dx8eG3337L73YKIYQQQhSaPCVMkPX8FWdnZ/78809Wr17NkSNHyMjIoGzZsvnZPiGEEEKIQpenhOnevXvs3LmT7du3c+vWLSwtLenYsSPt27fHy8srv9sohBBCCFGoDEqYjh8/zrZt2/jll1/IzMykdu3a3Lp1ix9++IE6deoUVBuFEEIIIQqVXgnT2rVr2bZtG9euXaNChQoMHTqUjh07UrRoUerUqYNKpSrodgohhBBCFBq9EiZ/f39cXFxYv369Vk/Sw4cPC6xhQgghhBCvCr0WrmzTpg3Xr19n8ODBDB06lJ9//pmMjIyCbpsQQgghxCtBrx6m77//nkePHrFv3z52797NsGHDsLOzo3nz5qhUKhmSE0IIIcQbTe9Ho1haWtK9e3d27NjBvn37aN++Pb/++isajYZvvvmGgIAAIiIiCrKtQgghhBCFwuBnyQG8++67jB07liNHjrBo0SKcnZ1ZuXIlH330Ee3atcvvNgohhBBCFKo8L1wJUKRIET744AM++OAD7t69y549e9izZ09+tU0IIYQQ4pWQpx6m3Njb2zNw4EAOHDiQX1UKIYQQQrwS8i1hEkIIIYR4U0nCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDoUKewGqNVqFi9ezI4dO3j48CHe3t5MnDiRcuXK5Vo+Pj6eGTNm8Ndff6HRaGjQoAFjx46lVKlSALi4uDzzXL/99hvvvPMOp0+fpkePHjn2r1+/nrp16+bPhQkhhBDijVHoCdOSJUvYvHkz/v7+ODo6MmfOHHx9fdm3bx+mpqY5yg8fPpyMjAzWrFmDRqNhypQpfP755+zcuROAo0ePapVPSEigV69evPfee7zzzjsAhIeHU758eTZv3qxV1sbGpoCuUgghhBCvs0IdkktLSyMwMBA/Pz+aNm1K1apVmT9/PtHR0Rw6dChH+cTERE6ePMnAgQOpVq0a1atXZ9CgQVy4cIEHDx4AULJkSa2fhQsXYmdnx7Rp05R6Ll++TOXKlXOUzS1BE0IIIYQo1B6msLAwHj9+TP369ZVt1tbWVK9enVOnTtG2bVut8ubm5hQrVoygoCDq1KkDQHBwMBUrVsTa2jpH/UePHuXQoUNs3LhRKxkKDw+ndu3a+XotGo2GpKSkfK0TIDk5Weu/4tkkVvqTWOlPYqU/iZX+JFaGKah4aTQaVCqVXmULNWGKjo4GoHTp0lrbHRwclH1PMjU1xd/fn4kTJ+Ll5YVKpcLBwYGNGzdiZJSzs2zevHk0a9YMLy8vre3//vsvdnZ2dOrUiZiYGKpUqcKIESNwc3PL87Wkp6dz6dKlPB+vS2RkZIHV/aaRWOlPYqU/iZX+JFb6k1gZpiDipe/oUqEmTNmZ4tONNTMzIyEhIUd5jUbDpUuX8PDwwNfXl8zMTObPn8/QoUPZsmULlpaWStlTp05x8eJFraE4gDt37vDw4UOSkpKYMGECxsbGbNy4kV69erF7924qV66cp2sxMTHJ87HPk5ycTGRkJE5OTlhYWOR7/W8SiZX+JFb6k1jpT2KlP4mVYQoqXhEREXqXLdSEydzcHMiay5T9b4DU1NRcA3Lw4EE2btzIb7/9piRHy5Yt4/3332fnzp3069dPKbtnzx7c3NxwdXXVqqN06dKcOnUKCwsLTExMAKhZsyahoaFs2LCBKVOm5OlaVCoVRYsWzdOx+rCwsCjQ+t8kEiv9Saz0J7HSn8RKfxIrw+R3vPQdjoNCnvSdPRQXGxurtT02NlZZJuBJISEhVKxYUasnycbGhooVK3L9+nVlm1qt5tdff+Wjjz7K9bzW1tZKsgRgZGREpUqViImJeaHrEUIIIcSbqVATpqpVq2JpacmJEyeUbYmJiYSGhuLt7Z2jvKOjI9evXyc1NVXZlpSURFRUFE5OTsq2iIgI7t+/T4MGDXLU8ccff+Dh4cHNmzeVbRkZGYSFhRXIkJoQQgghXn+FmjCZmprSq1cv5s6dy+HDhwkLC2PEiBE4OjrSokULMjMziYuLIyUlBYAOHToAWWsxhYWFERYWxsiRIzEzM6NTp05KvaGhoZiYmODs7JzjnJ6entjZ2TFmzBj++9//Eh4ezpgxY3jw4IHWkJ4QQgghRLZCfzSKn58fnTt3ZsKECXTv3h1jY2NWr16NiYkJd+7coVGjRhw4cADIuntu8+bNaDQa+vbty6effoqJiQmbN2/GyspKqTMuLg4bG5tc75yztLRk7dq12NvbM2DAAD755BMePHjAxo0bsbe3f2nXLYQQQojXR6Gv9G1sbMyoUaMYNWpUjn1ly5YlPDxca1ulSpVYtmzZc+scOHAgAwcOfOb+8uXLs3Dhwrw1WAghhBBvnULvYRJCCCGEeNVJwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOhQp7AYIIURByMzMJD09/YXrSU1NVf5rZCR/Yz6PxEp/EivD5CVeJiYmGBsb51sbJGESQrxRNBoN0dHRJCQkoNFoXrg+tVpNkSJFuH37tnyx6SCx0p/EyjB5iZdKpcLGxgZHR0dUKtULt0ESJiHEGyUhIYEHDx5QsmRJihUr9sIflJmZmaSmpmJmZpavf62+iSRW+pNYGcbQeGk0Gh4/fkxcXBwWFhbY2tq+cBskYRJCvDE0Gg2xsbFYW1tjb2+fL3VmZmYCYG5uLl9sOkis9CexMkxe4mVhYUFqaiqxsbHY2Ni88B9P0g8ohHhjZGZmkpmZibW1dWE3RQjxCrC2tlY+F16UJExCiDdGRkYGAEWKSOe5EOJ/nwXZnw0vQhImIcQbJz8meAohXn/5+VkgCZMQQgghhA7Sby2EEK8gHx8fbt26pfxuYmJCmTJl6NKlC76+voXYMiHeTpIwCSHEK6p///70798fgJSUFM6fP8+ECROwsLCgZ8+ehdw6Id4ukjAJIcRzZKo1XLx2j8cpGuxti1LduQTGRi9njlTRokUpWbKk8nu5cuU4ceIEu3btkoRJiJdM5jAJIcQz/H3+NoNmHmbamjPM23KWb5b+xYDph/j7/O1Ca5O5ubnW7xqNhnXr1tGyZUvc3Nxo06YN+/fvV/bHxMQwYsQIvLy8qFu3LkOGDCEyMvKZ9e/evRsXF5ccPz4+PgBERUXh4uJCUFAQbdu2xc3Nja5du3L69Gmljm+++YbevXsrv6empvLBBx8odQBs3LiR999/n1q1atG9e3fCwsK06j9x4oRS9ultCQkJTJgwgcaNG+Pq6kr9+vWZMGECycnJAJw4cQIXFxeioqIAmDdvHm5ubvz5558sWrRIqx0ajYYePXrg4uKSazyeriu3bT4+PixatEjZHxERQY0aNRg7dqyy7fz58/Tr1w8PDw8aNGjAlClTlPZmX19uP9nnyMzMZO3atbRs2ZKaNWvSsmVLtmzZkqNN2T9ubm58/PHHXLx48ZlxfdLYsWO1XjND3zdvA0mYhBAiF3+fv83MdaeIT0jR2h6fkMLMdacKJWk6f/48+/fvp0uXLsq2VatWMX/+fHx9fdm/fz/dunVj9OjRHD9+nKSkJOVLcOPGjWzYsAE7Ozu6du1KTEzMc8919OhR5Sd7WPBJ/v7+DBkyhD179uDs7Ez//v21koonrVy5khs3bii///XXX8yYMYPhw4ezb98+SpYsyciRI/WOw9ixYwkNDWXx4sX89NNPjBs3jqCgILZt25ajbGhoKOvXr2fLli3UrVs3x/7g4GCtZC8/TJs2Tes5hjdv3qRv3744ODiwbds2Fi1axN9//42/v7/WcYsWLVJi/mQCBlnxXrJkCV988QX79u2jZ8+efPfdd6xdu1ar3I4dO/jzzz/Zvn07ZmZmTJ061eD2v8j75k0mQ3JCCPGUTLWGFUEXnltmZfB/qVujdIEOzy1fvpzAwEAA0tPTSU9Px93dnY8++gj4X+9Snz59lCSqd+/epKSkkJGRwX/+8x8SExOZM2eOsh7Nd999x4kTJ9i+fTvDhg175rmfHAosWrRojv2DBg2ibdu2QFaCcPz4cbZv387QoUO1ykVFRREYGEiLFi2U3g4vLy8OHTpE2bJlyczMxNbWVult0UfDhg3x9vZWeoXKli3Lxo0buXz5sla5tLQ0/P396dKlC66urjnqefjwIXPmzKF169YcPHgw13PZ2NgA8OjRI73aduDAAW7evImbm5uybfv27dja2jJjxgzldZg6dSqnTp3Kca7suGefN/vcW7ZsYezYscpr7+TkRFRUFCtWrKBv375K2eLFi+Pg4ICVlRVWVlZ5Wn/oRd43bzJJmIQQ4imhV+Nz9Cw97e6DZEKvxlOzcv48giU33bp1U/7Sz8jI4Pr168yfP5+ePXuyY8cOHj16RFxcHO7u7lrHDRw4EIApU6aQkJCAt7e31v7U1FSuXLnyQm17srfGxMSEGjVq8O+//+YoN2PGDDp37oyVlZWSMJmZmVG2bFn27t3LN998Q3p6OmPGjMlxDdmPwHj6Ico9evTg119/Zc+ePURGRhIREUFUVBTOzs5a5dq0aUPlypWf2Xu1cOFCatWqRZMmTZ6ZMFWsWJGiRYuyfv16Jk+eTEZGBpcuXcq17OPHj/H392fixImsW7dO2X758mVcXV21FlStW7dujtftWa5evUp6ejq1a9fW2l6nTh3WrVtHfHy8sq1t27aoVCpSUlJQq9UsX75c65jsuFpbW+Pi4sJnn32Gh4eHVpnQ0NACe9+8ziRhEkKIp9xLfH6yZGi5vLKxsaFChQrK75UqVcLGxoYePXrw999/5/gCfZparaZixYosXbo0x77ceo0M8fRq6pmZmTmeIn/kyBHOnz/P7NmzWbNmTY46fHx8CAoKIjg4mHnz5tG8eXOljunTpysJRUxMjJI4qtVqBg8ezL///kvbtm358MMPcXV15dtvv81R/9y5c5k9ezZLly7NkTSFh4eza9cu9u3b98x5PZCV3M2ePZsJEyYQFBSERqPR6n170g8//EDVqlVp3ry5VsL0oivPP50wZlOr1TnqX7FiBaVKlSI5OZm1a9cyduxYfv31V2V/dlwTEhLYuXMn/fv358CBAznqLaj3zetM5jAJIcRTilub6y5kQLn8lP3lqVarsbKywsHBgQsXtIcP/fz8mDlzJlWqVOH27dtYWVlRoUIFKlSowDvvvMP333+fYzjIUE+eMy0tjYsXL1K9enWtbd999x2jRo3C0tJS69jdu3ezevVqLC0tqVy5Mp999hnp6elKDxRAqVKltNqc7dKlS/zxxx8EBATw9ddf065dO8qXL8+NGzdyJBbu7u5MnTqVlStXEhoaqrVv6tSp+Pr6UqZMGZ3X+sEHH3D06FEOHz7M6dOnmTNnTo4yV69eZevWrUyYMCHHvsqVKxMaGqr1PLNffvmFNm3akJqaqrT7WQ+VrVSpEiYmJjnmWoWEhFCyZEmt4bt33nmHChUqULVqVXx9fbl//z4RERHK/uy4urm5MXr0aJKSknK8fwryffM6k4RJCCGeUt25BCVsnp8M2dtaUN25RIG2Iykpibi4OOLi4oiNjSUkJIQZM2bg4OBA/fr1gay5ROvWrSM4OJgbN26wfv16Dh8+TLNmzWjXrh02Njb4+flx7tw5rly5wtixY/njjz+eeVeYvhYsWMDvv/9OREQE33zzDcnJyXTt2lXZ/88//+Dg4ED79u1zHJuRkcH8+fPZtWsXN2/eZMmSJZiYmGglXM9ib29PkSJFOHjwIDdv3uTChQsMHz6cuLg40tLScpR/7733qF+/PrNmzVK23bp1i7i4OIMWADUxMaF06dLP7GE5cOAAffv2pXz58jn29ejRg/v37zNp0iSuXLnCqVOnmDNnDnXq1CE9PZ3w8HDg2b03lpaWfPLJJyxcuJD9+/dz/fp1Nm3axObNm+nfv7/W4z/u3btHXFwc169fZ8eOHZiYmFC2bFllf0JCArGxsURERPDDDz9gYmJC1apVtc5XkO+b15kMyQkhxFOMjVQM6lCTmeue/df0wPY1Cnw9psDAQGXSt5GREba2tnh5eTF37lwsLCwA6NWrFykpKQQEBBAXF4eTkxPz58+nTp06QNZdTrNnz2bAgAFkZmbi6upKYGAglSpVeqG2de/enVmzZnH79m3c3d3ZsGEDJUuWJCUla5iySJEiTJw4Mddju3btyt27d1m8eDHx8fFUqFCB+fPnU6FChWfeaZetVKlS+Pv7s2jRIjZt2kTJkiVp2rQp/fr10xp6etLo0aPp2LEjv/32m7JtwoQJmJqa5vHqcypTpgyDBw9+ZpsDAwOZM2cOHTp0wMbGhtatWzNkyBBmzZpFcHAwTZo0oUqVKs+sf9y4cdjZ2TF37lzu3r2Lk5MTEydO1EpSAWXyv4mJCRUqVOD777+nePHiJCUlASgTts3NzXFycmLBggU5kjwrK6sCe9+8zlSaZw2OviRqtZrFixezY8cOHj58iLe3NxMnTqRcuXK5lo+Pj2fGjBn89ddfaDQaGjRowNixYylVqpRSpkWLFly/fl3ruI4dOyq3cN6/f5/p06fzxx9/oFKpaNOmDaNHj1Y+gAyV3Z1Zs2bNPB3/PElJSVy6dIlq1aq91WPH+pBY6e9NjVVKSgrXrl2jYsWKOdYryou/z99mRdAFrQng9rYWDGxfgwZu7zznyDdXVFQUzZo1Y/369Tlu08/MzCQlJQVzc/NnDi+JLBIrw+Q1Xro+Ewz5/i70HqYlS5awefNm/P39cXR0ZM6cOfj6+rJv375cs//hw4eTkZHBmjVr0Gg0TJkyhc8//5ydO3cCWV8EN2/eZPny5Vq3kT4ZKD8/P2VCXGJiIuPHjycpKUmry1YIIRq4vYNXNQf+Cb9TKCt9CyFeHYU6hyktLY3AwED8/Pxo2rQpVatWZf78+URHR3Po0KEc5RMTEzl58iQDBw6kWrVqVK9enUGDBnHhwgUePHgAZK2wqlar8fDwoGTJksqPlZUVAGfPnuXkyZPMmjVLWSF26tSpBAcHv9ULcgkhcmdspMK1YnGaeJShZmV7SZaEeEsVag9TWFgYjx8/ViYvAlhbW1O9enVOnTqlLIqWzdzcnGLFihEUFKSMzwcHB1OxYkWsra2BrFtF7e3tte4aeFL2XQVPjsPWqVMHlUrF6dOn+fDDD/N0LRqNRhkjzk/Zi7kZsqjb20pipb83NVapqamo1WoyMzO17kh6EdmzFjQaTb7V+TorXbq0csfZ0/GQWOlPYmWYvMYrMzMTtVpNcnKysgzD0/U+OWn+eQo1YYqOjgay/gd8koODg7LvSaampsqiYF5eXqhUKhwcHNi4caOydkd4eDhFixbFz8+PM2fOYGdnx8cff0yfPn0wMjIiJiYmx/lMTU2xtbXlzp07eb6W9PT0Zy5mlh/e9mf4GEJipb83MVZFihQhNTU13+stiDrfVBIr/UmsDGNovFJTU8nIyODq1avPLKPv5P9CTZiy/7p9urFmZmYkJCTkKK/RaLh06RIeHh74+vqSmZnJ/PnzGTp0KFu2bMHS0pJ///2XxMREWrZsyeeff66smZGQkMCXX35JcnJyrsExMzN7oTeuiYkJlStXzvPxz5KcnExkZCROTk55npT+tpBY6e9NjVVqaiq3b9/GzMwsXyZ9Q9bnTmpqKmZmZnr/Jfq2kljpT2JlmBeJV5EiRShfvjxmZmY59j25RpXOegw6az7L/kBLS0vT+nBLTU3N9UP84MGDbNy4kd9++01ZCG3ZsmW8//777Ny5k379+rFy5UpSU1OVOUsuLi48evSIpUuXMmzYMMzNzXNdqyM1NfWF7hZSqVQFereRhYXFG3U3U0GSWOnvTYuVkZERRkZGGBsb59udR9nd/yqVSu5m0kFipT+JlWHyGi9jY2OMjIywsLDI9Y8oQ5KvQp30nT00Fhsbq7U9NjZWa5mAbCEhIVSsWFFr1VgbGxsqVqyoLCNgamqqJEvZqlSpQlJSEgkJCTg6OuY4X1paGg8ePMDBwSFfrksIIYQQb5ZCTZiqVq2KpaWl1nN8EhMTCQ0NzfHQPwBHR0euX7+uNXSWlJREVFQUTk5OaDQamjdvzuLFi7WOu3DhAiVLlsTOzg5vb2+io6O11mk6efIkgM7nMgkhhBDi7VSoCZOpqSm9evVi7ty5HD58mLCwMEaMGIGjoyMtWrQgMzOTuLg4ZeXYDh06AFlrMYWFhREWFsbIkSMxMzOjU6dOqFQqPvjgA1avXs2BAwe4ceMG27ZtY9WqVfj5+QFZzxby9PRkxIgRnD9/nuPHjzNx4kQ6dOiQa6+WEEIIIUShL1zp5+dHRkYGEyZMICUlBW9vb1avXo2JiYmyouzMmTPp1KkTDg4ObN68mTlz5tC3b1+MjIzw8vJi8+bNyjDcV199haWlJfPmzSM6OpqyZcsyfvx4Zfl4lUrF4sWLmTJlCn379sXMzIxWrVoxbty4wgyDEEIIIV5hhf5olDeBPBrl1SCx0t+bGqv8fjQKFN4jLHx8fLh165byu4mJCWXKlKFLly4GPTT2ZZLHfeQuPT2dTZs20a9fP2VbYb6vOnbsqDxT7kXs3r2bcePGKQ8PLkjyaBQhhHjFqTVqwu5G8FidQolidlSzr6ys+1bQ+vfvT//+/YGsD/7z588zYcIELCws6Nmz50tpg3hx+/fvZ+bMmVoJU2HZuXNnrrfXC90kYRJCiGc4EXWWNWe2cy/5gbKthIUt/Ty7UresR4Gfv2jRopQsWVL5vVy5cpw4cYJdu3ZJwvQaeZUGcooXL17YTXhtFeqkbyGEeFWdiDrL93+t0EqWAOKTH/D9Xys4EXW2UNr19LCCRqNh3bp1tGzZEjc3N9q0acP+/fuV/TExMYwYMQIvLy/q1q3LkCFDnrvC++7du3Fxccnx4+PjA0BUVBQuLi4EBQXRtm1b3Nzc6Nq1K6dPn1bq+Oabb+jdu7fye2pqKh988IFSB8DGjRt5//33qVWrFt27dycsLEyr/ifvnn56W0JCAhMmTKBx48bKM0EnTJigLIZ84sQJXFxciIqKAmDevHm4ubnx559/smjRIq12aDQaevTogYuLyzNjoivGISEh9OnTB09PT2rUqEHr1q0JDg5W4pk9R/bJa/j999/p0aMHHh4efPDBByxYsEBrjcB79+5pvW5z586lT58+LFq0SCnz+++/07VrVzw8PGjUqBEzZ85UbpLKPt/ChQt5//33adSoEZGRkfj4+GjV8eeff/LJJ5/g7u5OkyZNmD9/vrLm0e3btxkxYgT169fH1dWVJk2aMGfOnFwfMfI2kIRJCCGeolarWXtm+3PLrD2z46V/cZw/f579+/fTpUsXZduqVauYP38+vr6+7N+/n27dujF69GiOHz9OUlKSkrhs3LiRDRs2YGdnR9euXXU+bPzo0aPKT/aw4JP8/f0ZMmQIe/bswdnZmf79+ysJytNWrlzJjRs3lN//+usvZsyYwfDhw9m3bx8lS5Zk5MiResdh7NixhIaGsnjxYn766SfGjRtHUFAQ27Zty1E2NDSU9evXs2XLFurWrZtjf3BwsFayl5vnxTgmJoYBAwZQs2ZN9uzZQ1BQEG5ubowfP567d+/y4Ycf8s033wBZMfXw8OCPP/5g5MiRdOrUieDgYCZNmsTBgwcZNWoUkPX+Gzx4MNevX2fVqlUEBgbyzz//KEvgAPz888989tlnNG3alN27dzNlyhQOHDiQI46bN29m4cKFLF68GCcnJ619Z8+eZdCgQdSuXZvdu3czffp0tm7dypIlSwD47LPPePjwIWvWrOHHH3+kf//+rFq1il9//VX3i/QGkiE5IYR4yqW7EcQ/1bP0tPjk+1y6G4GrQ5UCa8fy5csJDAwEsiYOp6en4+7uzkcffQT8r+ejT58+ShLVu3dvUlJSyMjI4D//+Q+JiYnMmTOHIkWyPu6/++47Tpw4wfbt25878ffJocDcbgwYNGiQ8oD0adOmcfz4cbZv387QoUO1ykVFRREYGEiLFi24ePEiAF5eXhw6dIiyZcuSmZmJra2tQQ+CbtiwId7e3kqvUNmyZdm4cSOXL1/WKpeWloa/vz9dunTB1dU1Rz0PHz5kzpw5tG7dmoMHD+Z6Ll0xTk1NZdiwYQwYMEBZNXrQoEEEBQURGRmJl5eXchd3dkyXLVtGly5d6Ny5M+bm5lSsWFG5czsqKoqoqCjOnz/PwYMHcXZ2BmDBggVaPWMrVqzggw8+UOJdsWJFNBoNn3/+OREREcqjutq3b//MCc0bNmzA3d2d0aNHA1CpUiWmTp1KfHw8KSkptG/fntatWyuLTGc/TSM8PJzmzZs/9zV6E0nCJIQQT7mfnPNZli9SLq+6deum9BBlZGRw/fp15s+fT8+ePdmxYwePHj0iLi4Od3d3reMGDhwIwJQpU0hISMixEHBqaipXrlx5obY92VtjYmJCjRo1+Pfff3OUmzFjBp07d8bKykpJmMzMzChbtix79+7lm2++IT09nTFjxuS4huy7oZ6eA9SjRw9+/fVX9uzZQ2RkJBEREURFRSnJRbY2bdpQuXLlZ/ZeLVy4kFq1atGkSZNnJkz3799/bowBOnXqxPr167l8+TI3btxQhhezh7aeFhoayvnz59m5cyeQtdxN9jVeuXKFK1euYGNjo3U99vb2VKxYUfn98uXLtGnTRqveOnXqKPuyE6YKFSrk2obscg0bNtTa1rJlS+XfvXr14scff+T8+fNcv36d8PBw7t69+9YOyUnCJIQQT7GzsMnXcnllY2Oj9YVXqVIlbGxs6NGjB3///bfOpxOo1WoqVqzI0qVLc+x70eUksnussmVmZua4e/DIkSOcP3+e2bNns2bNmhx1+Pj4EBQURHBwMPPmzaN58+ZKHdOnT1eSlJiYGCVxzB6u+vfff2nbti0ffvghrq6ufPvttznqnzt3LrNnz2bp0qU5kqbw8HB27drFvn37tOZLPc3ExOS5cYiIiKBHjx64urrSoEEDWrRogZ2dndaw6dPUajUDBgygVatWmJmZad0mX7JkSSIjI3UmJblNJM8+5snX5nnLazz9Gj4pKSmJXr16kZKSQqtWrejYsSNubm5v9c0GkjAJIcRTqtlXpoSF7XOH5UpYZC0x8LJlf1Gq1WqsrKxwcHDgwoULNGvWTCnj5+dH6dKlqVKlCsHBwVhZWSl3R6Wnp/PVV1/RqlUrPvzwwzy348KFC8qQWFpaGhcvXqRz587K/rS0NL777jtGjRql9fxPyJoIff/+fQYMGEDlypX57LPPWLFiBRcvXlSGj0qVKqUki08mFJcuXeKPP/5g+/btSkKVnp7OjRs3KFeunNZ53N3dmTp1KkOGDKFVq1ZUr15d2Td16lR8fX0pU6bMc69TV4wzMzMpUaKEVkKYPccn+7V6+gGv7777LteuXaN8+fLKukInTpxg/fr1TJ48mapVq/Lw4UOuXLlCpUqVgKyericf6eXi4sKZM2e0lioICQkBUI7RpVKlSso6RNnWrVvH/v37GThwIBcvXuSvv/7C3t4egAcPHhAfH/9K3fX3MsmkbyGEeIqRkRH9PLs+t0w/zy4Fvh5TUlIScXFxxMXFERsbS0hICDNmzMDBwYH69esDWfNl1q1bR3BwMDdu3GD9+vUcPnyYZs2a0a5dO2xsbPDz8+PcuXNcuXKFsWPH8scffzz3rjB9LFiwgN9//52IiAi++eYbkpOTlScqAPzzzz84ODjQvn37HMdmZGQwf/58du3axc2bN1myZAkmJiZaCc2z2NvbU6RIEQ4ePMjNmze5cOECw4cPJy4uTusus2zvvfce9evXZ9asWcq2W7duERcXp/cCoM+LsaOjI9HR0Rw5coRbt25x6NAhJk+eDKC0J7s377///S8pKSkMHDiQQ4cOsWLFCiIjIzl27Bjjxo3j4cOHlCxZkrp16ypzi/755x/CwsL4+uuvSU5OVpIvX19fDh06xJIlS7h27Rq//fYb06ZN4/3339c7YfL19eWff/4hICCAyMhIjhw5wpIlS2jatCmOjo4A7N27l1u3bhESEsLQoUNJT0/PNc5vA+lhEkKIXNQt68FXDQflsg6THf08u7yUdZgCAwOVSd9GRkbY2tri5eXF3LlzsbCwAFCGTQICAoiLi8PJyYn58+cr81k2btzI7NmzGTBgAJmZmbi6uhIYGKj3l+qzdO/enVmzZnH79m3c3d3ZsGEDJUuWVG5rL1KkCBMnTsz12K5du3L37l0WL15MfHw8FSpUYP78+VSoUOGZd9plK1WqFP7+/ixatIhNmzZRsmRJmjZtSr9+/Z5599bo0aPp2LEjv/32m7JtwoQJmJqa6nWtz4txrVq1uHr1KqNHjyYtLQ0nJydGjhzJwoULuXDhAk2aNKFevXq4u7vTrVs3ZZL5999/z/Lly1m9ejW2trb4+Pjw9ddfK+dctGgRU6dOpV+/fpiZmdGjRw+uXr2qDBG2bNmSefPmsXTpUpYsWULx4sVp27at8txUfVSrVo0ffviBhQsXsnLlShwcHOjTpw+fffYZRkZGjBs3jrVr17JgwQJKlSrFhx9+SOnSpXP0Sr0t5NEo+UAejfJqkFjp702NVUE8GiU9I53zt0ILZaXvV1H2Mz7Xr1+f4zZ9eTSK/p4Xq3v37nHu3DkaNWqkJEhpaWnUrVuXSZMmKQ+if5vIo1GEEOIVZ6Qyoqp9ZUkCxEtTpEgRRowYQbdu3ejevTvp6emsXr0aU1NTmjRpUtjNe2u9vX8mCSGEEK8ga2trli1bxj///EOHDh345JNPuHv3LuvXr5dHmxQi6WESQgiht7Jly76Up9O/7erVq8fWrVsLuxniCdLDJIQQQgihgyRMQgghhBA6SMIkhBBCCKGDJExCCCGEEDpIwiSEEEIIoYMkTEIIIYQQOkjCJIQQQgihgyRMQgjxBrp//z47duwo7GYQFRWFi4sLJ06cyJf6xo4dS+/evfOlLn3l9zWI15MsXCmEEM+hyVTzMPQSjx4/xrxECayrV0P1GjwiZfbs2URFRdGlS5dCbUfp0qU5evQoNjY2hdoOIV6UJExCCPEM8ceOc3VlIGnx8co20xIlcB7YnxL16xViy3R7VZ6rbmxsTMmSJQvl3C4uLrk+JFiIvJAhOSGEyEX8seOE+c/RSpYA0uLjCfOfQ/yx4wV6/sePHzNt2jQaNWqEh4cHvXr14r///a+yf8eOHXz00Ue4ublRq1YtevTooTx5fezYsezZs4eTJ0/i4uICZCVQK1eupFmzZri7u9O+fXv27t2rdc7//ve/9OzZE3d3d5o1a8bevXupXr26MhSVmZnJ2rVradmyJTVr1qRly5Zs2bJFOf7kyZN4e3uzatUq6tatS6dOnbh586bWcJZGo2HdunW0bNkSNzc32rRpw/79+5U6QkJC6NOnD56entSoUYPWrVsTHBxcMEF+QlBQEO3atcPNzQ0fHx+WLFlCZmamVplz587RpUsXatSoQbNmzdi1a5fW/l27dtG6dWvc3Nxo3bo169atQ61WF3jbxcshPUxCCPEUTWYmV1cGPrfM1VWBFK/jXWDDc8OHDycyMpKZM2dSvnx5li1bRv/+/fn55585efIkU6dOZfr06Xh5eREXF8e0adOYMGECwcHBjB8/npSUFKKjo1m0aBEA8+fPZ//+/UycOBFnZ2dOnTrF5MmTefjwIT179iQmJoa+ffvSrFkzpkyZwq1bt5g8ebJW0uDv709wcDDffvstNWvW5I8//uC7774jNTWVfv36AVlJ1ZEjR9i2bRvJycmoVCqt61q1ahU//PAD48ePp27duhw5coTRo0djb29PxYoVGTBgAL169WLatGmkp6ezcuVKxo8fT8OGDbG3ty+QWK9du5bvv/+esWPH0rBhQ86dO8fUqVO5f/8+48ePV8qtW7eOadOmUblyZQIDA5kwYQJeXl5UqFCBbdu2MW/ePCZOnIibmxuhoaFMmzaNmJgYRo8eXSDtFi+XJExCCPGUxNBLOXqWnpZ2N57E0EvY1KyR7+e/evUqf/zxB6tXr6ZRo0YATJ48GWtra+7fv4+trS3fffcd7dq1A6BMmTJ07tyZqVOnAmBlZYW5uTkmJiaULFmSpKQk1q5dy7x582jatCkA5cuX59atW6xevZqePXuybds2rKys+O677zAxMaFy5cpMmDCBoUOHAvDo0SO2bNnC2LFj+eijjwBwcnIiKiqKFStW0LdvX6X9n376KU5OTkDWhOls2b1Lffr0UeZW9e7dm5SUFDIyMkhNTWXYsGEMGDBASbQGDRpEUFAQkZGReiVMHh4eWr8PHDgQ4/9PaleuXImXl5fW/uyet169etGzZ0/luh48eMCcOXPw8/NTyn7++ef4+PgAMGLECLZs2cLFixepUKECS5Ys4bPPPqNNmzYAlCtXjkePHjFlyhS+/PJLzMzMdLZdvNokYRJCiKek3b+fr+UMdfnyZQBq1aqlbDMzM2PcuHFA1hf6lStX+OGHH7h69SrXr18nPDz8mcM/ERERpKam8tVXX2Fk9L+ZGBkZGaSlpZGSkkJoaCg1atTAxMRE2e/t7a38++rVq6Snp1O7dm2tuuvUqcO6deuIfyLBrFChQq7tuH//PnFxcbi7u2ttHzhwoPLvTp06sX79ei5fvsyNGzcICwsDyDE89ixBQUHKv1u0aMH06dOV85UqVSpH+Xv37nH37t1crys9PZ2rV69SokQJACpWrKjsz57Enpqayr1794iOjmbevHkEBAQoZdRqNampqURFRVGpUiW92i9eXZIwCSHEU0zt7PK1nKGKFHn+R/O+ffuUnh5PT0+6devG5cuXlR6mp2VPAF+wYAHOzs459puammJsbPzc+TbPmkSefcyTbTY3N8+17JPJWG4iIiLo0aMHrq6uNGjQgBYtWmBnZ2fQnX5PJ2ulSpV6ZgIHhl3Xk8nmk8dnlx03bhwNGjTIUaZ06dK6Gy5eeTLpWwghnmJdvRqm/9+r8Cym9llLDBSE7N6I7EnckNUb5OPjw48//siKFSvo3Lkz/v7+9OzZE29vb27evAn8LwF4cu6Qs7MzRYoU4fbt21SoUEH5OXLkCKtXr8bIyIiqVasSGhpKenq6ctzZs2e12mRiYsLp06e12hoSEkLJkiX1WjbAysoKBwcHresC8PPzY+bMmWzdupUSJUqwZs0aBg4cyHvvvcfdu3e1riu/2dvbY29vn+t1mZiYUL58eZ11lChRguLFi3Pz5k2t+F68eJEFCxYUSLvFyycJkxBCPEVlbIzzwP7PLePs27/AJnxXrFiRFi1aMGXKFI4fP861a9f49ttvSU1NpU6dOpQuXZozZ85w8eJFbty4wdq1a9m4cSMAaWlpABQtWpTY2Fhu3ryJlZUV3bp1IyAggODgYG7evMnOnTuZM2cODg4OAPTo0YPExES+/fZbrly5wt9//820adOy4qFSYWlpySeffMLChQvZv38/169fZ9OmTWzevJn+/fvnmNz9LIMGDWLdunUEBwdz48YN1q9fz+HDh2nWrBmOjo5ER0dz5MgRbt26xaFDh5g8ebLWdRkiPDxcryUFBgwYwMaNG9m8eTPXr19n3759LF68mE8++QQrKyudx6tUKgYOHMiGDRvYuHEjN27c4Oeff2by5MmYm5tjampqcNvFq0eG5IQQIhcl6tej6thROddhsi+Bs2/Br8M0Y8YMZs+ezZdffklaWhru7u6sXr2a4sWL8+233zJx4kR69eqFqakpVatWZfbs2YwYMYILFy7g5eVFhw4d+Pnnn2nbti2HDh1i3Lhx2NnZERAQQGxsLKVLl8bPzw9fX9+s6y1RglWrVjFjxgzat2+Po6Mj3bt3Z/bs2cpQWnYdc+fO5e7duzg5OTFx4kS6du2q93X16tWLlJQUAgICiIuLw8nJifnz51OnTh1q1arF1atXGT16NGlpaTg5OTFy5EgWLlzIhQsXaNKkSYHEun///piamrJu3TpmzJiBo6MjAwcOZMCAAQbVYWZmxoYNG/D398fe3p6uXbtqTRoXrzeV5lVZ3ew1lt29XLNmzXyvOykpiUuXLlGtWjWKFi2a7/W/SSRW+ntTY5WSksK1a9eoWLHiM+fRGCojLZ27586hes1W+jZUREQECQkJWpOfz5w5Q/fu3fn999/1moeTmZlJSkoK5ubmyp1pIncSK8PkNV66PhMM+f6WHiYhhHgOlbERVtWrvfFfbNHR0QwePJjvvvsOb29vYmNjmTlzpjIEKMTbrtDnMKnVahYuXEjjxo2pVasWAwcOVCYv5iY+Pp6vvvqKevXqUbduXUaMGEFMTIxWfatWraJly5bUqlWLNm3a5HgA5dKlS3FxccnxI4QQb6tGjRoxfvx4li9fTqtWrfj8889xcXFRFr4U4m1X6D1MS5YsYfPmzfj7++Po6MicOXPw9fVl3759uU6UGz58OBkZGaxZswaNRsOUKVP4/PPP2blzJwDLly8nMDCQKVOmUKNGDY4dO8bkyZMxMTGhQ4cOQNZEwPbt2zNq1KiXealCCPFK69GjBz169CjsZgjxSirUHqa0tDQCAwPx8/OjadOmVK1alfnz5xMdHc2hQ4dylE9MTOTkyZMMHDiQatWqUb16dQYNGsSFCxd48OABAFu2bKF///58+OGHlC9fnk8++YT27dtr9TJdvnyZ6tWrU7JkSa0fIYQQQojcFGoPU1hYGI8fP6Z+/frKNmtra6pXr86pU6do27atVnlzc3OKFStGUFAQderUASA4OJiKFStibW2NWq1m1qxZWquxQtZiY4mJiUBWkhYZGZnr4m0vQqPRkJSUlK91AiQnJ2v9VzybxEo/arWGfy5HExGZRLLqDrWqOGJkpN8t4a+61NRU1Go1mZmZeq8MrUv2fTEajSbf6nxTSaz0J7EyTF7jlZmZiVqtJjk5OdeFWTUajd5LYhRqwhQdHQ3kXAXVwcFB2fckU1NT/P39mThxIl5eXqhUKhwcHNi4caOyAuuTyRfA7du3+c9//kO3bt2ArDtBMjMz+emnn5SHRnp7ezNq1ChlPZK8SE9P59KlS3k+XpfIyMgCq/tNI7F6ttCbyfx4+gGJSf//gfP3PayLXqJVbVuql7Mo3MblkyJFipCamprv9RZEnW8qiZX+JFaGMTReqampZGRkcPXq1WeW0XedrEJNmLJ7Ap5urJmZGQkJCTnKazQaLl26hIeHB76+vmRmZjJ//nyGDh3Kli1bsLS01Cp/9+5dBg4cSIkSJfjss8+A/z2jycLCgoCAAOLj45k3bx59+vQhKCgoz7ciZz+sMr8lJycTGRmJk5MTFhZvxhdaQZFYPd+JizFs//N8ju2JSZls/zOekd3cqOua81lbr5PU1FRu376NmZlZvi0roNFoSE1NxczMTO+/RN9WEiv9SawM8yLxKlKkCOXLl8/1AcgRERH612PQWfNZ9gdaWlqa1odbampqrl94Bw8eZOPGjfz2229KcrRs2TLef/99du7cSb9+/ZSyV69eZdCgQWRmZrJ+/Xqsra0B6NChA02aNKF48eJK2XfffZcmTZrw66+/8uGHH+bpWlQqVYGuZ2NhYfFGrZdTkCRWOWWqNaw7ePm5Zdb/+C9Najth/BoPzxkZGWFkZISxsXG+LQGQ3f2vUqne6GUF8oPESn8SK8PkNV7GxsYYGRlhYWGR6x9RhiRfhTrpO3soLjY2Vmt7bGxsrk+VDgkJoWLFilo9STY2NlSsWJHr168r206fPk23bt2wsLBg69atlCtXTqueJ5MlyBoCtLW1zXUYUIg3QejVeOITUp5b5u6DZEKvxj+3jBBCvK0KNWGqWrUqlpaWnDhxQtmWmJhIaGgo3t7eOco7Ojpy/fp1rTHMpKQkoqKicHJyAuD8+fP4+vry7rvvsmnTphyJ1/z582nZsqXWgxyjoqK4f/9+gQypCfEquJf4/GTJ0HLi1bR7926D1pRbtGgRPj4++Xb+W7du4enpycmTJ3Pdf+LECa2176pWrYqHhwedOnVi27Zt+fqA3exzRUVF6SwbFRWFi4uL1nfRi8h+HZ7386wY5ZeMjAzWrVtHp06d8PDwoF69evTv35/jx49rlXNxcWH37t0F2pZsT7/fjhw5go+PDzVr1mT9+vX4+Pi80ut+FeqQnKmpKb169WLu3LkUL16cMmXKMGfOHBwdHWnRogWZmZncu3cPKysrzM3N6dChA6tXr2b48OF8+eWXACxYsAAzMzM6depERkYGX3/9NSVKlMDf35/U1FTi4uKArG654sWL88EHH7B69WomT55Mv379uHv3LjNmzMDT05PGjRsXZjiEKDDFrfWbz6NvubeJRqPmccI1kh+kYmZhi6VdRVSqQl/zN1cffvihQZ9j/fv3p2fPngXYotzt2LGD0qVLo1arSUxM5Ndff2XatGncvn2bESNG5Ms5PDw8OHr0aI4RhdyULl2ao0ePYmNjky/nfvp1GDZsGI6OjowfP17ZZmlpmetdW/khNTWVTz/9lDt37uDn54eHhwcpKSns2rWLTz/9lNmzZ/PRRx8VyLmf5+n324IFC6hYsSLr16/H1taWtm3b5jrP6FVR6AtX+vn5kZGRwYQJE0hJScHb25vVq1djYmJCVFQUzZo1Y+bMmXTq1AkHBwc2b97MnDlz6Nu3L0ZGRnh5ebF582asrKw4c+aMMjTXvHlzrfOUKVOGX3/9lRo1arBy5UoCAgLo1KkTpqamNGvWjDFjxsjEO/HGqu5cghI25s8dlrO3taC6c4mX2KpX3/2YC9wMCyY99X83oZiY2VCuanvsSuX/syNflLm5uUGT3YsVK0axYsUKsEW5K168uLL2XalSpXj33XcxNTVlzpw5tG/fPl+WfTE1NdV7fT1jY+N8XYvv6dfBxMQEc3NzrXNkPxutIAQEBBAeHs7+/fu17kIfP348jx49Yvr06fj4+Lz01/7p91tCQgLvv/8+ZcuWfantyKtC/zPJ2NiYUaNGcezYMc6ePcuKFSuU4JUtW5bw8HA6deqklK9UqRLLli3jxIkTHDt2jEWLFinlPT09CQ8Pz/Xn119/VeqoX78+W7du5ezZs5w4cYIZM2bk218WQryKjI1UDOrw/C/4ge1rvNYTvvPb/ZgLXD23XitZAkhPTeDqufXcj7lQoOd/8OABU6ZM4b333sPNzY1u3bppDRktWrSIXr16MWLECDw9PZk2bVqOIbl79+4xYsQIvLy8qFu3LnPnzqVPnz7KsMeTQyTZw1I//fQTXbp0oUaNGvj4+LBt2zalvrS0NGbNmoWPjw81atSgTp06fPnll9y7d++Fr7dr166YmJhw8OBBZduZM2fo2bMnbm5uNG3alClTpvDo0SNlf3p6OgEBAbz//vu4u7vTqVMn/vrrLyDnkNz58+fp0aMHHh4eeHt7M2zYMG7fvq117dnxzczMZO3atbRs2ZKaNWvSsmVLtmzZopz3xIkTVK9enSNHjtC2bVtq1KhBq1at+OWXX/S+3uzhyxUrVtCwYUOaNWvGo0ePePjwId9++y316tWjdu3a9OnTR3lAbLbffvuNTp064ebmxgcffMCCBQtIS0tTYrJr1y46deqU6zMAhw8fzsqVK3NNrNVqNcuXL6dly5bUqFEDT09PfH19uXHjhlLmyJEjdOrUCXd3d+rXr8/YsWO17mpfvXo1zZs3V94/P/zwgzLU+uT7zcXFhVu3bvHDDz8o79mnh+SevM6WLVuyZMkS5Tqz61i4cCHvv/8+jRo1KvAlZQo9YRJCvBwN3N5hXF9vSthof1Da21owrq83DdzeKaSWvXo0GjU3w4KfW+Zm2F40moIZUsnMzKR///6EhIQwZ84cdu/eTZUqVRgwYADnz/9vaYhTp05hb29PcHAwvXv31qpDrVYzePBgrl+/zqpVqwgMDOSff/7ROXdm5syZDBkyhIMHD9K0aVMmT56sPN9z9uzZHDp0CH9/f3766Sf8/f05fvw4S5cufeFrLlasmPJHMmQtbPzpp5/SuHFj9u7dy9y5c7l48SL9+/dXvoC/++47tm7dypgxY9i3bx+NGzdmyJAhOdbcyczMZPDgwXh7e7N3717Wrl3L7du3+eabb3Jti7+/P0uWLOGLL75g37599OzZk++++461a9dq1TlnzhzGjx/P/v37qVKlCmPGjOHx48cGXXdwcDDr1q1jwYIFFCtWTHme6vLly9m+fTu1atWie/fuhIaGAvDHH38wfPhwunbtyv79+5k0aRIHDx5UHvV18+ZNHjx4gKenZ67nK1WqFG5ubrneabZ+/XpWr17N2LFj+emnn/jhhx+IjIzE398fyErAv/jiCz7++GMOHDjA4sWLOXXqFLNnzwbg119/Zfny5UyZMoVDhw7x9ddfs3TpUvbu3ZvjXEePHsXR0ZH+/ftz9OjRHPufvs6JEyfy888/M2bMGK1ymzdvZuHChSxevFiZy1xQCn1ITgjx8jRwe4c6rqU4e+4UUTevUbZcRTzcvSkitzVreXT/Wo6epaelpz7g0f1rWBWvlO/nP3r0KBcvXmTfvn1UqVIFgClTpnDhwgVWr15NQECAUtbPzw8rKysgq0cm28mTJzl//jwHDx5UhrgWLFigc5J3v379aNasGQAjRoxg06ZNnDt3jnLlylGzZk1atWqFl5cXkDXVoUGDBsr6di/KysqKhw8fAlk9FQ0bNmTIkCEAODk58f3339O8eXNOnjyJq6srO3fu5Ntvv6VVq1ZKezUajVYvFMCjR4+4f/8+Dg4OlClThnLlyrFgwQLi43PeFfro0SO2bNnC2LFjlXk+Tk5OREVFsWLFCvr27auUHT58uLJY8tChQ/npp5+4fPkyHh4eel9zt27dlBuOjh07xj///MPx48extbUFYOTIkZw5c4b169fj7+/PsmXL6Nq1q7IYc/ny5ZkyZQp9+/YlKipK6e3Jy6hJ+fLlmTVrFu+//z6Q9fq2atWKH3/8EYCYmBjS0tJ45513KFOmDGXKlGHZsmXKLf83btzA1NSUMmXK8M477/DOO+/g4ODAO+/k/GOsZMmSGBsbU7Ro0VyHQ5++zjJlyvDNN98wePBgoqKilJGl9u3bU7Pmyxkel4RJiLdI9pwco9QEylsAd88QevSXV3ZOTmFJT03M13KGunz5MlZWVkqyBFnrxXh5eWn9NV6iRAklWXpaaGgoNjY2WvOB7O3tczw66mmVKv0vAcyuOz09Hcj6cvr777+ZO3cukZGRXL16lWvXrikJ1It69OiR8sSF0NBQrl+/nmvyceXKFYoWLUp6ejru7u5a+0aOHAmgNXxpY2ODr68v06ZNY+HChdSrV4/33nuP1q1b56j76tWrpKenU7t2ba3tderUYd26dVpJ1pOxzV7uJjtW+qpQoYLy74sXL6LRaJSEJVtaWppyd3hoaCjnz59XHjgP/3tsyJUrV5ReluznqxrCx8eHc+fOERAQwLVr17h27RoRERHK3ebVqlWjbdu2DBkyhJIlS9KwYUOaNm3KBx98AEC7du3YtWsXLVu2pHLlyjRo0ICWLVvmmjDp8vR1ajQarevMTpiejF9Bk4RJiLdE9pycp2XPyXF27yNJ0/8zMbPO13KGetbt9RqNhiJF/vex/bwJ3sbGxnm6Cyu3x0Rkt2fixIn89NNPdOjQAR8fHz7//HNWr15NTEyMwed52uPHj7l27ZryDFG1Ws1HH32k9DA9qXjx4ty6dcug+r/++mt69OjBkSNHOHbsGNOmTWPVqlUEBQVplXtW7LNj+WT8nxcrfT35GqrVaiwtLXO9zT/7XGq1Gl9fXzp27JijTMmSJTE3N8fe3p4zZ87kuhDzlStX+O677xg3bhzvvvuu1r4VK1bwww8/0LFjR+rXr0+/fv04fPgw//nPf5Qy33//PZ9//jl//PEHf//9N6NGjaJ27dqsW7eO4sWLExwczNmzZ/nrr784evQo69evZ9iwYXzxxRcGxeXp68zMzFRW+nZ0dMw1fgVN5jAJ8RYo7Dk5rxtLu4qYmD1/SMPELGuJgYLg4uLCw4cPtYa6NBoNp0+f1nu9uKpVq/Lw4UOuXLmibLt//77WIr+GuH//Ptu2bWPSpEmMGzeOTp06Ua1aNa5evZov6ydt374djUajfMm/++67REREUKFCBeUnIyODmTNncufOHSpUqICJiUmOCdFdu3bVmmsEWb1GkyZNokSJEnTv3p2FCxeyatUqrly5QlhYmFbZSpUqYWJiwunTp7W2h4SEULJkyQK9QahKlSo8evSI9PR0reteuXIlhw8fBrLicu3aNa390dHRzJ49m8ePH2NkZETnzp3ZvXs3d+7cyXGOVatWceHCBcqUKZNj37Jly/j888+ZPHkyn3zyCbVq1SIyMlJ5fc+dO8eMGTNwdnamX79+rFixghkzZnD8+HHi4+PZu3cvW7ZsoXbt2vj5+bF9+3a6dOnCgQMHDI5FbtcZGxvL3LlzDZ4nll8kYRLiLWDInBwBKpUR5aq2f26ZclXbFdh6TI0aNaJatWp89dVXnDx5kitXrjB16lQuX76sNYfmeerWrYu7uzujR4/mn3/+ISwsjK+//prk5OQ8LaFiaWmJlZUVhw8f5vr164SHh/Ptt99y8eJFrTuX9HHv3j3i4uKIjY3l33//ZeXKlcybN48hQ4ZQvnx5IGvNntDQUKZMmcKVK1c4e/YsX331ldbzInv16kVAQACHDx/mxo0bzJs3j8uXL9OkSROt89nZ2fGf//yHiRMncuXKFa5du8aePXtyDFlmX+cnn3zCwoUL2b9/P9evX2fTpk1s3ryZ/v37F+jyM40bN6ZatWqMGDGC48ePc/36dWbOnMnu3buVodKBAwfy008/sXjxYq5du8axY8cYN24cDx8+VOYCDRkyBCcnJ3r06EFQUBA3btzg/PnzjBs3jqCgIKZNm5br46NKly7NX3/9RUREBFevXmX+/PkcOnRIeX0tLS2VpX2uX7/O5cuXOXDgAE5OTtjZ2ZGamsqsWbMICgoiKiqKkJAQTp06ZdCcrmy5XeekSZN49OhRvi4BYQgZkhPiLVDYc3JeR3alauLs3ieXdZhsKVe1XYEOXxobGxMYGMisWbP44osvSEtLo0aNGqxdu5ZatWrpXc+iRYuYOnUq/fr1w8zMjB49enD16lVMTEwMbpOJiQkBAQH4+/vz0UcfYWNjQ926dRk5ciTLly9XHqaujy5duij/Llq0KNWrV2fWrFlaQ0i1atVi1apVBAQE0LFjR4oWLUr9+vUZM2aMMjw1cuRIjI2NmTRpEg8fPqRq1aqsWLECZ2dnZdFiyEqYVq5cyffff0/Xrl3JzMykVq1arFmzBktLyxzzfcaNG4ednR1z587l7t27ODk5MXHiRLp27Wpw3AyR/brPmTOH4cOHk5ycTKVKlVi8eLEyubxVq1bMnz+f5cuXs2zZMmxtbfHx8eHrr79W6rGwsGDjxo0EBgaycuVKbt++jbm5OdWrV2fDhg3PnHM2e/Zspk6dyscff0yxYsVwd3dnypQpTJ48mdu3b1OpUiUWLVrE4sWL2bx5M0ZGRtSrV4+VK1diZGREly5dePDgAUuWLOHOnTvY2NjQsmVLrbbp6+nrtLGxoUmTJowePTpvwc0HKk1+rkX/lsruEi6ImfpJSUlcunSJatWqyQNldZBYPdvDe1e4HLJMZ7kqXkMK5K6vlyUlJYVr165RsWLFfJvbkJGRzr3YcIw0r/5K30+6d+8e586do1GjRkqClJaWRt26dZk0aRIdOnTI93NmL8Zobm4uD5TVQWJlmLzGS9dngiHf39LDJMRbIHtOzvOG5QpyTs7rTKUyophNxdfui61IkSKMGDGCbt260b17d9LT01m9ejWmpqY5hqyEELq9+n8mCSFeWGHPyREvn7W1NcuWLeOff/6hQ4cOfPLJJ9y9e5f169fr9Xw1IYQ26WES4i1RmHNyROGoV68eW7duLexmCPFGkIRJiLeIXama2Dq4cvfOJW5EhlPeyQX70tWkZ0kIIXSQhEmIt4xKZUQx24pglkIx29djArMQQhQ2+aQUQrxx5OZfIQTk72eBJExCiDdG9u3zSUlJhdwSIcSrIPuzIC9rjz1NhuSEEG8MY2NjbG1tiY2NBbIWRXzRlZmzn2GVXb94NomV/iRWhjE0XhqNhqSkJGJjY7G1tc2XGEvCJIR4o2Q/mDM7aXpRarWajIwMihQpgpGRdMo/j8RKfxIrw+Q1Xra2tloP630RkjAJId4oKpWK0qVL4+DgQHp6+gvXl5yczNWrVylfvjwWFhb50MI3l8RKfxIrw+QlXiYmJvnaeycJkxDijWRsbJwvH5ZqtRoAMzOzfHvcyptKYqU/iZVhXoV4ST+gEEIIIYQOkjAJIYQQQuggCZMQQgghhA4qjazw9sLOnDmDRqPB1NQ03+vWaDSkp6djYmLywrdHv+kkVvqTWOlPYqU/iZX+JFaGKah4paWloVKp8PT01FlWJn3ng4J8s6tUqgJJxN5EEiv9Saz0J7HSn8RKfxIrwxRUvFQqld7f4dLDJIQQQgihg8xhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhEkIIIYTQQRImIYQQQggdJGESQgghhNBBEiYhhBBCCB0kYRJCCCGE0EESJiGEEEIIHSRhKmRqtZqFCxfSuHFjatWqxcCBA7l58+Yzy9+/f5+vvvoKb29v6tSpw5QpU0hOTn6JLS48hsZq7969uLi45PiJiop6ia0ufMuXL6d3797PLfM2v6+epE+s3ub31YMHD5g4cSJNmjTB09OT7t27ExIS8szyUVFRDB48GE9PTxo1asSCBQvIzMx8iS0uPIbGaunSpbm+r94W8fHxjBo1inr16uHh4cGgQYO4cuXKM8sXxmdWkQKtXei0ZMkSNm/ejL+/P46OjsyZMwdfX1/27duHqalpjvJ+fn4kJyezdu1aEhMTGT9+PElJScyaNasQWv9yGRqr8PBw6tSpw7x587S2Fy9e/GU1udBt2rSJBQsW4OXl9dxyb/P7Kpu+sXqb31cjR44kLi6OefPmUaJECTZs2MCAAQPYs2cPzs7OWmXT09MZMGAATk5ObN26lRs3bjB+/HiMjIzw8/MrpCt4eQyJFWS9r9q3b8+oUaMKobWF7/PPP0etVrNixQqKFStGQEAA/fr149ChQ1hYWOQoXyifWRpRaFJTUzUeHh6aTZs2KdsSEhI0bm5umn379uUof+bMGU2VKlU0ERERyrY///xT4+LioomOjn4pbS4shsZKo9FofH19NdOmTXtZTXylREdHawYPHqypVauWplWrVppevXo9s+zb/L7SaAyLlUbz9r6vIiMjNVWqVNGEhIQo29RqtaZ58+aaBQsW5Ci/b98+TY0aNTQPHjxQtm3dulXj6empSU1NfSltLiyGxkqj0What26tWbNmzUtq4avlwYMHmpEjR2rCw8OVbZcuXdJUqVJFc+7cuRzlC+szS4bkClFYWBiPHz/+v/buPLjG6w3g+PcGQWpLVMSIVolEZQ9ZEbGFUi2mpWMJsW9pa4uYlvSHlBJEk5badSylooOhY8bSYSyRUCmSIBKxJm4mIkL2vL8/TN66cuMmneG2uc9nJjPJeZ9z7/MeJ+99ct5zL3x9fdW2Jk2a0KlTJ+Lj4yvFJyQk0KJFC9q3b6+2eXl5odFouHDhwhvJ2VhqOlbw/C+2F8fKlFy9epV69epx4MABXF1dXxlryvMKajZWYLrzytLSkvXr1+Ps7Ky2aTQaNBoNeXl5leITEhJwdHSkadOmapuPjw/5+fkkJye/kZyNpaZjVVxczK1bt/SuPJmCpk2bsnLlSuzt7QHIyclh69at2NjYYGdnVyneWNcsKZiMKDMzE4BWrVrptFtbW6vHXpSVlVUp1tzcnGbNmvHgwYPXl+i/QE3H6vHjx2RlZZGQkMCgQYPo1q0b06ZNIz09/Y3ka2y9evUiOjqaNm3aGIw15XkFNRsrU55XTZo0oUePHjq3v48cOUJGRgbdu3evFJ+ZmYmNjY1Om7W1NUCtn1c1HavU1FTKyso4cuQI/fr1IyAggLlz5/Lw4cM3mfa/woIFC/D19eXQoUNERERgYWFRKcZY1ywpmIyoYoPay/tv6tevT1FRkd54fXt1qoqvTWo6Vjdu3ABAURSWLl1KVFQURUVFjBgxguzs7Nef8H+IKc+rmpJ59beLFy8yf/58AgMDCQgIqHS8sLBQ7+8rYHLzytBYXb9+HYCGDRuyZs0aIiIiSEtLIygoiMLCwjecrXGNGTOG2NhYPvzwQ6ZPn87Vq1crxRjrmiWbvo2oQYMGwPPl2Irv4fnFRN8mtwYNGlBcXFypvaioSG8VXpvUdKy6dOnC2bNnsbS0RKPRABATE0NAQAD79u1j0qRJbybx/wBTnlc1JfPquaNHjzJnzhw8PDyIjIzUG6NvXlW8mJnSvKrOWA0ePBh/f3+dNw506NABf39/jh8/zoABA95UukZXcQsuIiKCxMREtm/fztKlS3VijHXNkhUmI6pYUnx52fXhw4e0bNmyUryNjU2l2OLiYnJzc9Wl7tqqpmMFz9+1VPGiBs//erO1tSUrK+v1JfofZMrz6p8w9Xm1fft2QkJC6NmzJ+vWrVNXjV6mb15V/FzV72xtU92xgsrvsrS2tqZZs2Z6txzUNjk5ORw6dIjS0lK1zczMDDs7O723JY11zZKCyYg6duxIo0aNiIuLU9vy8vJISkrC09OzUrynpyeZmZlkZGSobefPnwegc+fOrz9hI6rpWO3evRtvb2+ePXumtuXn53Pr1i29mwhNmSnPq5oy9Xm1c+dOFi9ezMiRI1m1apXe2yIVPD09SUpKIj8/X207d+4cb731Fh07dnwT6RpVTcZq9erV9OvXD0VR1La7d+/y6NEjk5hX2dnZzJo1i7Nnz6ptJSUlJCUl6X2DhbGuWVIwGZG5uTmjRo0iMjKSY8eOkZKSwsyZM7GxsSEwMJCysjK0Wq16D9vV1RUPDw9mzpzJX3/9xblz51i4cCGDBw+u9X+x1XSs/P39KS8vJzQ0lBs3bnD58mVCQkKwsrJi6NChRj4b45J5VX0yr/6Wnp7Ot99+S9++fZk8eTLZ2dlotVq0Wi1PnjyhuLgYrVar3irp06cPLVq04MsvvyQlJYWjR4+yatUqxo0b98rioTao6Vj17duXe/fu8c0335Cenk58fDwhISF4eHjo3SRe29jb2+Pv78+SJUuIj4/n+vXrhIWFkZeXx9ixY/8916zX9oEFolpKS0uV5cuXKz4+Poqbm5syceJE5c6dO4qiKMqdO3cUe3t7JTY2Vo3Pzs5WQkJCFDc3N8Xb21sJDw9XCgsLjZX+G1XTsbpy5YoSHBysdO7cWfHw8FBCQkKU+/fvGyt9o5k3b57OZwvJvKpadcbKVOfV2rVrFXt7e71f8+bNU86dO6fY29sr586dU/vcunVLCQ4OVpydnZVu3bopUVFRSllZmRHP4s34J2N15swZZfjw4Yqbm5vi5eWlzJ8/X+czrGq7vLw8JTw8XOnatavi4uKijBs3Trl+/bqiKP+ea5ZGUV5YAxRCCCGEEJXILTkhhBBCCAOkYBJCCCGEMEAKJiGEEEIIA6RgEkIIIYQwQAomIYQQQggDpGASQgghhDBACiYhhBBCCAOkYBJCCCGEMEAKJiFEjYSFhdGrV68qj/fq1YuwsLA3mJEQQrx+UjAJIYQQQhggBZMQQgghhAFSMAkhXquysjJ27NjBoEGDcHFxISAggMjISIqKitSYsLAwHBwc6NevX6X+Q4cOxcHBgejoaLUtNzeXhQsX4ufnh7OzM8OGDePs2bM6/RwcHNi+fTvz5s3D3d0dPz8/IiIidJ5Xn5KSEhwcHPR+vSg+Pp7x48fj6emJk5MTvXr1Ijo6mvLycvbt21flY1Tcrrx79y6hoaF069YNR0dHfH19CQ0N5dGjR+pzKIrC1q1b+eCDD3BxcaFv375s2rSJF/8L0ISEBEaNGoWrqyteXl7MmzePnJwcAEaPHl1lHnFxcQAcPXqUESNG4O7ujpOTE/3792fHjh2vHCMhTFFdYycghPhvKi0trVbcwoUL2b9/PxMnTqRLly4kJSXxww8/kJyczMaNG9FoNABYWFiQkZHBzZs3ad++PQC3b98mJSVF5/GKiooYM2YM2dnZzJw5E2tra2JjY5kwYQIbN27E19dXjV2zZg2urq5ERUVx8+ZNoqKi0Gq1REVFVZlvRUG1du1arKysAPj111/Zu3evGpOSksLYsWPp378/q1evRlEUDh48SExMDO3atSMgIIDdu3cD8OOPP5KUlERMTAwAVlZWFBQUEBQUhKWlJeHh4TRu3Jg///yTmJgYGjRowKJFiwBYvnw527ZtIzg4mK5du3L58mUiIyMpLS1l8uTJxMfHExwcjI+PD1FRUTx+/Jg1a9YQFBTE3r17CQ8PJz8/H4Dhw4fzySef8OmnnwJgZ2fHH3/8wfTp0wkKCiIkJITCwkJ27tzJokWLcHJywtXVtVr/xkKYAimYhBA1du/ePRwdHQ3GpaamsnfvXmbPns2kSZMA6Nq1K9bW1oSGhnLy5El69OgBgKWlJXZ2dhw7dkwtmA4fPkyXLl3U1RCA/fv3k5KSwp49e9QXdH9/f0aPHk1kZCSxsbFqrJWVFevWraNu3br06NEDMzMzli5dSkhIiPocL3v27BkA7u7uWFpaAnDq1CmdmJSUFPz8/FixYgVmZmbqeR0/fpy4uDgGDhyoFltWVlaYm5vj5uam9k9OTsbGxobvvvuONm3aAODj40NiYiLnz58HIC8vj59//plRo0Yxd+5cAPz8/NBqtcTHxzN58mRWrlzJe++9x08//USdOnUAcHV1ZeDAgcTGxjJy5EidvG1sbHTySE1NZciQIXz11Vdqm7u7O97e3sTFxUnBJMQLpGASQtRYixYtWLt2rd5jU6dOVb+vePEfOHCgTszAgQOZP38+cXFxasEE0Lt3b44dO6YWV4cPH2bkyJE6BdPZs2dp0aIFjo6OOqtcPXv2ZPny5Tx+/JimTZsCMGjQIOrW/fsy169fP5YuXUp8fHyVBVNmZiZmZmY0atSoyvMfPHgwgwcPpqioiPT0dDIyMkhOTqasrIySkpIq+1V4//332blzJ+Xl5dy6dYuMjAxSU1NJS0tTz+nSpUuUlpYSGBio0/frr78GoKCggMTERMaPH4+iKGq/Nm3a0L59e06fPl2pYHrZhAkTAHj69Cnp6encvn2by5cvA1BcXGzwPIQwJVIwCSFqzNzcHGdn5yqPVXj8+DHwvMB6Ud26dbG0tOTJkyc67X369FFvm+Xl5ZGWlkZgYCALFy5UY3Jzc9FqtVWucGm1WrVgatmypc6x5s2b6+Slz927d7G2tqZevXpVxhQWFrJ48WL2799PaWkptra2uLu7U7duXZ39Ra+yZcsW1q1bR25uLm+//TZOTk40bNhQHZPc3FwAdaXqZXl5eZSXl7NhwwY2bNhQ6Xj9+vUN5pCTk0N4eDhHjx5Fo9Hw7rvv0qVLF4Bqn4cQpkIKJiHEa1NRuGi1Wlq3bq22l5SU8OjRI/WWVwU7OzveeecdTpw4QVZWFr6+vpViGjduTNu2bYmMjNT7nLa2tur3L26gBsjOzgaqLkIALl68SMeOHV95XhERERw5coSoqCj8/PywsLAA0Nk/9SoHDx5k2bJlzJ07l6FDh6r5fPHFF+oKT5MmTYDnRU27du3Uvvfv3+f27ds4OTmh0WgYO3ZspRU8gIYNGxrMY86cOaSlpbF161bc3d0xNzenoKCAPXv2VOs8hDAl8i45IcRr4+XlBcChQ4d02g8dOkRZWRmdO3eu1Kfittzhw4cZMGCA3sd88OABzZs3x9nZWf06ffo0GzduVPfyABw/flyn75EjR9BoNPj4+OjNV1EUTp06RdeuXV95XhcuXMDb25s+ffqoxdKVK1fIycmhvLz8lX0r+jdp0oQJEyaoxdLTp0+5cOGC2t/FxYV69epx4sQJnb6bN29m1qxZWFhY0KlTJ9LS0nTGoUOHDkRHR+vcxnxVHoGBgXh7e6srgydPngSo1nkIYUpkhUkI8drY2dkxZMgQvv/+ewoKCvD09CQ5OZmYmBi8vb3p3r17pT69e/dm27Zt1KlTh759+1Y6PnToULZv305wcDBTpkyhVatWnDlzhg0bNjBq1CidW2mXLl1izpw5fPzxx6SkpBAdHc2wYcPUjdYvys/P57fffuPOnTu0bduWS5cuqccyMzPVx3Nzc8PFxYXff/+dXbt20b59e1JSUli7di0ajYaCggKD4+Li4sKuXbtYtmwZPXv25OHDh2zatIns7Gx1Vc7KyoqgoCC2bt2Kubk5Xl5eJCYmsmvXLkJDQzEzM2PWrFlMmjSJ2bNn89FHH1FWVsbmzZtJTExk2rRp1crj4MGDODo6YmNjw8WLF1m/fn21z0MIUyIFkxDitYqIiODdd98lNjaWDRs2YG1tTVBQENOmTVPfYfYiDw8PmjVrhru7u96N1xYWFuzYsYOVK1eyYsUKnjx5QuvWrZk9ezbjxo3TiR0zZgxZWVnMmDEDS0tLpkyZwuTJk/XmefXqVZYsWQLAxIkT9cYMHz6ca9euERYWRklJCVFRURQXF2Nra8vUqVNJTU3l+PHjlJWV6ax0vWzIkCHcvXuX2NhYdu7cScuWLenRowcjRoxgwYIF6kcrzJ07l+bNm/PLL7+wceNGbG1tWbBgAZ999hkA3bp1Y9OmTcTExPD5559Tr149HB0d2bJli8674aqybNkyFi9ezOLFiwFo27Yt//vf/zhw4AAJCQkG+wthSjSK7OwTQtRCDg4OzJgxg5CQkGrFx8XFERQUxLVr1/7RcSFE7SZ7mIQQQgghDJCCSQghgEaNGr3ygxoNHRdC1G5yS04IIYQQwgBZYRJCCCGEMEAKJiGEEEIIA6RgEkIIIYQwQAomIYQQQggDpGASQgghhDBACiYhhBBCCAOkYBJCCCGEMEAKJiGEEEIIA/4PP5zWK1dHSV4AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# Задаем цветовую палитру для разных графиков\n",
    "colors = ['b', 'g', 'r', 'y', 'm']\n",
    "\n",
    "# Итерация по признакам и построение графиков\n",
    "for i, column in enumerate(scores.columns):\n",
    "    ax.scatter(range(4), scores[column].to_numpy(), label=f'{column}', color=colors[i])\n",
    "\n",
    "# Настройка графика\n",
    "ax.set_title('Accuaracy for all datasets')\n",
    "ax.set_xlabel('Номер датасета')\n",
    "ax.set_ylabel('Accuaracy')\n",
    "ax.legend(loc='best')\n",
    "\n",
    "# Отображение графика\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-20T08:22:44.553391Z",
     "start_time": "2024-05-20T08:22:44.398328Z"
    }
   },
   "execution_count": 27
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kyHrtXW0TEZh"
   },
   "source": [
    "__Задание 9. [0.5 балла]__\n",
    "\n",
    "Проанализируйте результаты эксперимента: одинаково ли алгоритмы ранжируются на разных наборах данных? Подумайте, почему так происходит. Обратите внимание на значения признаков в разных наборах данных и определите, присутствует ли в результатах какая-то случайная компонента. Можно ли как-то повлиять на нее и улучшить работу алгоритмов?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Алгоритмы ранжируются практически одинакого, за исключением 1 датасета. Числовые признаки и оригинальное дерево там показывают себя плохо. Возможно оно под капотом по умолчанию тоже приводит категориальные признаки к числовым. "
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7btP6VDHCQZ6"
   },
   "source": [
    "# Как дела?"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Все супер. У тебя как?"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "name": "myenv",
   "language": "python",
   "display_name": "gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
